{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.1.2'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "pd.__version__  # for the record"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.7a1'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 764\r\n",
      "-rw-r--r-- 1 dino dino 651969 Oct 27 22:43 agri.xlsx\r\n",
      "-rw-r--r-- 1 dino dino 126389 Oct 27 22:43 dm_export_20000101_20201026.csv\r\n"
     ]
    }
   ],
   "source": [
    "ls -l issue282"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "c = pd.read_excel(\"issue282/agri.xlsx\", sheet_name='C 1 Comdty')\n",
    "c.columns = ['Date', 'Open', 'High', 'Low', 'Close', 'Volume']\n",
    "c = c.set_index('Date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-03</th>\n",
       "      <td>204.50</td>\n",
       "      <td>205.75</td>\n",
       "      <td>200.50</td>\n",
       "      <td>200.75</td>\n",
       "      <td>45463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>200.75</td>\n",
       "      <td>203.50</td>\n",
       "      <td>200.75</td>\n",
       "      <td>203.00</td>\n",
       "      <td>35327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-05</th>\n",
       "      <td>202.50</td>\n",
       "      <td>203.25</td>\n",
       "      <td>201.00</td>\n",
       "      <td>203.00</td>\n",
       "      <td>30219</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open    High     Low   Close  Volume\n",
       "Date                                              \n",
       "2000-01-03  204.50  205.75  200.50  200.75   45463\n",
       "2000-01-04  200.75  203.50  200.75  203.00   35327\n",
       "2000-01-05  202.50  203.25  201.00  203.00   30219"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-10-22</th>\n",
       "      <td>413.75</td>\n",
       "      <td>419.00</td>\n",
       "      <td>410.75</td>\n",
       "      <td>416.25</td>\n",
       "      <td>196234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-23</th>\n",
       "      <td>415.00</td>\n",
       "      <td>420.00</td>\n",
       "      <td>414.00</td>\n",
       "      <td>419.25</td>\n",
       "      <td>168924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-26</th>\n",
       "      <td>419.25</td>\n",
       "      <td>419.75</td>\n",
       "      <td>417.00</td>\n",
       "      <td>418.00</td>\n",
       "      <td>26751</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open    High     Low   Close  Volume\n",
       "Date                                              \n",
       "2020-10-22  413.75  419.00  410.75  416.25  196234\n",
       "2020-10-23  415.00  420.00  414.00  419.25  168924\n",
       "2020-10-26  419.25  419.75  417.00  418.00   26751"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(5431, 5)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c.head(3)\n",
    "c.tail(3)\n",
    "c.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(c.head(100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "drought_df = pd.read_csv(\"issue282/dm_export_20000101_20201026.csv\",\n",
    "                         parse_dates=['MapDate']).sort_values('MapDate').iloc[:, [0, 3, 4, 5, 6, 7]]\n",
    "drought_df.columns = ['Date', 'D0', 'D1', 'D2', 'D3', 'D4']\n",
    "drought_df = drought_df.set_index(\"Date\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>D0</th>\n",
       "      <th>D1</th>\n",
       "      <th>D2</th>\n",
       "      <th>D3</th>\n",
       "      <th>D4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2000-01-04</th>\n",
       "      <td>831,638.78</td>\n",
       "      <td>421,811.26</td>\n",
       "      <td>284,241.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-11</th>\n",
       "      <td>1,108,904.57</td>\n",
       "      <td>455,810.49</td>\n",
       "      <td>297,691.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-01-18</th>\n",
       "      <td>1,259,927.80</td>\n",
       "      <td>470,609.34</td>\n",
       "      <td>312,277.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      D0          D1          D2    D3    D4\n",
       "Date                                                        \n",
       "2000-01-04    831,638.78  421,811.26  284,241.19  0.00  0.00\n",
       "2000-01-11  1,108,904.57  455,810.49  297,691.59  0.00  0.00\n",
       "2000-01-18  1,259,927.80  470,609.34  312,277.94  0.00  0.00"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>D0</th>\n",
       "      <th>D1</th>\n",
       "      <th>D2</th>\n",
       "      <th>D3</th>\n",
       "      <th>D4</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-10-06</th>\n",
       "      <td>642,333.05</td>\n",
       "      <td>464,617.39</td>\n",
       "      <td>394,439.74</td>\n",
       "      <td>417,928.74</td>\n",
       "      <td>62,124.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-13</th>\n",
       "      <td>625,665.41</td>\n",
       "      <td>514,903.88</td>\n",
       "      <td>392,522.99</td>\n",
       "      <td>444,500.20</td>\n",
       "      <td>62,124.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-10-20</th>\n",
       "      <td>650,614.11</td>\n",
       "      <td>535,246.81</td>\n",
       "      <td>339,924.47</td>\n",
       "      <td>463,336.92</td>\n",
       "      <td>84,856.92</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    D0          D1          D2          D3         D4\n",
       "Date                                                                 \n",
       "2020-10-06  642,333.05  464,617.39  394,439.74  417,928.74  62,124.62\n",
       "2020-10-13  625,665.41  514,903.88  392,522.99  444,500.20  62,124.62\n",
       "2020-10-20  650,614.11  535,246.81  339,924.47  463,336.92  84,856.92"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(1086, 5)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "drought_df.head(3)\n",
    "drought_df.tail(3)\n",
    "drought_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "drought_df = drought_df.apply(lambda x: x.str.replace(',','')).astype(float, errors='ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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       "(1086, 5)"
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     "execution_count": 11,
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    "drought_df.head(3)\n",
    "drought_df.tail(3)\n",
    "drought_df.shape"
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  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "drought = pd.DataFrame(index=c.index)\n",
    "drought = pd.concat([drought, drought_df], 1).fillna(method='ffill')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
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       "              Open    High     Low   Close  Volume\n",
       "Date                                              \n",
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     "execution_count": 16,
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   ],
   "source": [
    "drought.head(3)\n",
    "drought.tail(3)\n",
    "drought.shape\n",
    "c.head(3)\n",
    "c.tail(3)\n",
    "c.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    5.431000e+03\n",
       "mean     1.500877e+06\n",
       "std      4.100989e+05\n",
       "min      0.000000e+00\n",
       "25%      1.208786e+06\n",
       "50%      1.494506e+06\n",
       "75%      1.767886e+06\n",
       "max      2.605727e+06\n",
       "dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "count    5.430000e+03\n",
       "mean     1.501153e+06\n",
       "std      4.096305e+05\n",
       "min      3.059210e+05\n",
       "25%      1.208786e+06\n",
       "50%      1.494782e+06\n",
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       "dtype: float64"
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     },
     "execution_count": 21,
     "metadata": {},
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   ],
   "source": [
    "a = drought.sum(1)\n",
    "b = drought.iloc[1:,:].sum(1)\n",
    "a.describe()\n",
    "b.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
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     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
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     "data": {
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zZ9S+fftq+8LCwmS1WiVJOTk5Nc4TFham9evX69KlS8rJyVHTpk3Vpk2bKmMq57ZarTesxWKp+HKlyvlcPW9jR1/dh96ivhpqzbBm3cPT++pMXU6FlhspKSmRJLVo0aLaPj8/P+Xn50uqCDft2rWrcYwkFRcXq6SkpNZ5KsfcSHhwYI3Hu0J4cKBb5m3s6Kv70Fs4KyIksEEfnzXrHp7aV5vNp85jXRZaPElOQZF8fctdOqfFUvEDzykokt3u0qkbNfrqPvQW9WXNL2qQx2XNuoen97W01FbnsS4LLf7+/pK+O+PyfcXFxY4Ld/39/WWzVS+wuLhYFotFAQEBNxwjSQEBATesxW6X234w7py7MaOv7kNv4ayGXi+sWffw1L46U5PLbi7n6+uroKAgHT9+vNq+3NxcdezYUVLFhbm1jQkJCVHz5s0VERGhsrIynTp1qtoYSerUqZOrygYAAIZw6R1xY2NjlZWV5bgniyQdPnxYBQUFGjx4sCRp0KBBysvL09GjRx1jysrKlJWVpbi4OEnSgAED5OXlpR07dlSZf/v27YqMjFRwcLArywYAAAZw+uZyZ8+e1dmzZ3Xt2jVduXLF8f3ly5eVkJAgm82m1NRU5eTk6ODBg0pJSVH37t0VHx8vSRoyZIi6du2qadOm6eDBg7JarUpJSVF5ebkSEhIkSW3atNHo0aP1xhtvaMeOHcrPz1daWpp27txZ4114AQDA7c+pa1qmTJmi/fv3O74vLCxUZmamJGnevHl67LHHtHbtWi1YsEAjR45U8+bNFRcXp+TkZHl5VeQjb29vrVq1SvPmzdOECRNUVlammJgYZWRkqG3bto65U1JS5Ofnp5kzZ+rChQsKDw/XkiVLHGdjAABA42Kx2z3xshzn2Ww2x0eiDx45KV9f137k2WKp+BigNd8zr742FX11n9uxt/HL9jR0CY1CZmK/Bnnc23HNegJP72tpqU3dIituhVLbLU8q8VeeAQCAEQgtAADACIQWAABgBEILAAAwAqEFAAAYgdACAACMQGgBAABGILQAAAAjEFoAAIARCC0AAMAIhBYAAGAEQgsAADACoQUAABiB0AIAAIxAaAEAAEYgtAAAACN4N3QBABpG/LI9DV0CADiFMy0AAMAIhBYAAGAEQgsAADACoQUAABiB0AIAAIxAaAEAAEYgtAAAACMQWgAAgBEILQAAwAiEFgAAYARCCwAAMAKhBQAAGIHQAgAAjEBoAQAARiC0AAAAIxBaAACAEQgtAADACIQWAABgBEILAAAwgltCy9WrV5Wenq5HHnlE3bp1U+/evfXKK6/o7NmzjjHZ2dkaM2aMunfvrgceeEBJSUk6ffp0lXkKCwuVlJSknj17qlu3bho9erS++OILd5QMAAA8nFtCy9KlS7V06VJNnDhRmzdv1tKlS/Xll19q4sSJunr1qqxWqyZMmKDQ0FBt2LBBK1asUEFBgRISElReXi5JKisr07hx45SXl6f09HR9/PHHCg8P1/jx45WXl+eOsgEAgAdzS2hZv369Hn74YY0cOVKhoaHq1auXEhMT9fXXX+ubb75RWlqa7rzzTs2ZM0cRERHq0aOH5s+fr2+++Ubbtm2TJG3ZskVWq1WLFi1St27dFBkZqVmzZikgIEBpaWnuKBsAAHgwt13T0qRJkyrfN23a1PHv3bt3q3///vL29nZsi4iIULt27bRr1y5JUlZWlsLCwhQREeEY4+3trb59+zrGAACAxsMtoeWJJ57Q1q1btX//fknSuXPn9M477+i+++5T+/btdebMGbVv377acWFhYbJarZKknJwchYaG1jjm1KlTunTpkjtKBwAAHsr75kOcl5iYqEuXLunJJ5+Uj4+PysvLdf/99+v3v/+9bDabJKlFixbVjvPz81N+fr4kyWazqV27djWOkaTi4mLdcccdNT6+xVLx5UqV87l63saOvroPvUV9NdSaYc26h6f31Zm63BJa3nnnHb3//vuaMWOGevToofz8fL3++uuaMmWKFi5c6I6HrCI8OLDGUOSqueF69NV96C2cFRES2KCPz5p1D0/tq83mU+exLg8tRUVFeu211zR58mT98pe/lCR17dpV7dq108iRI5WdnS1JKikpqXZscXGxWrZsKUny9/d3nJX5xzEWi0UBAQG11pBTUCRf33JXPB0Hi6XiB55TUCS73aVTN2r01X3oLerLml/UII/LmnUPT+9raWn13/W1cXloOXHihMrLy9W5c+cq28PDwyVJeXl5CgoK0vHjx6sdm5ubq969e0uquDD3wIEDNY4JCQlR8+bNa63BbpfbfjDunLsxo6/uQ2/hrIZeL6xZ9/DUvjpTk8svxA0JCZEkHT16tMr2Y8eOOfbHxsYqKyvLcU8WSTp8+LAKCgo0ePBgSdKgQYOUl5dXZZ6ysjJlZWUpLi7O1WUDAAAP5/LQctddd+mhhx7SqlWr9NlnnykvL0/Z2dmaPn267r77bsXFxSkhIUE2m02pqanKycnRwYMHlZKSou7duys+Pl6SNGTIEHXt2lXTpk3TwYMHZbValZKSovLyciUkJLi6bAAA4OHc8pHnV199VY8//riWLFmiYcOG6dlnn1VwcLDWrVunli1bKjQ0VGvXrlVBQYFGjhyphIQEdenSRStWrJCXV0VJ3t7eWrVqlcLDwzVhwgSNGjVK58+fV0ZGhtq2beuOsgEAgAdzy6eHfH19lZycrOTk5FrHREdHa926dTecp1WrVlq8eLGrywMAAAbirzwDAAAjEFoAAIARCC0AAMAIhBYAAGAEQgsAADACoQUAABiB0AIAAIxAaAEAAEYgtAAAACMQWgAAgBHccht/AIC54pftaegSnJaZ2K+hS8AtwJkWAABgBEILAAAwAqEFAAAYgdACAACMQGgBAABGILQAAAAjEFoAAIARCC0AAMAIhBYAAGAEQgsAADACoQUAABiB0AIAAIxAaAEAAEYgtAAAACMQWgAAgBEILQAAwAiEFgAAYARCCwAAMAKhBQAAGIHQAgAAjEBoAQAARiC0AAAAIxBaAACAEQgtAADACIQWAABgBEILAAAwgttCy8mTJ5WYmKj7779fPXv21OTJk1VQUODYn52drTFjxqh79+564IEHlJSUpNOnT1eZo7CwUElJSerZs6e6deum0aNH64svvnBXyQAAwIO5JbR8++23euqpp3Tt2jX94Q9/UHp6ugoLCzVhwgRdv35dVqtVEyZMUGhoqDZs2KAVK1aooKBACQkJKi8vlySVlZVp3LhxysvLU3p6uj7++GOFh4dr/PjxysvLc0fZAADAg3m7Y9KMjAyVlZVpyZIlat68uSTptdde09/+9jeVl5crLS1Nd955p+bMmSNv74oS5s+fr+HDh2vbtm165JFHtGXLFlmtVm3dulURERGSpFmzZmn37t1KS0vT7Nmz3VE6AADwUG450/LHP/5RDz74oCOwSFKHDh00bNgwNWvWTLt371b//v0dgUWSIiIi1K5dO+3atUuSlJWVpbCwMEdgkSRvb2/17dvXMQYAADQeLj/TUl5erqNHj+qf//mf9dprr2nTpk26dOmS+vbtq9TUVDVr1kxnzpxR+/btqx0bFhYmq9UqScrJyVFoaGiNY9avX69Lly7pjjvuqLEGi6Xiy5Uq53P1vI0dfXUfeovGhHVeO09/LXCmLpeHlosXL+rq1atau3athg8frmXLlunkyZOaM2eOxo4dq7S0NElSixYtqh3r5+en/Px8SZLNZlO7du1qHCNJxcXFtYaW8ODAGud3hfDgQLfM29jRV/eht2gMIkICG7oEj+eprwU2m0+dx7o8tFy9elWSFBoaqpSUFEnSPffcI29vbz3zzDPat2+fqx+ympyCIvn6lrt0Toul4geeU1Aku92lUzdq9NV96C0aE2t+UUOX4LE8/bWgtNRW57EuDy2VZ0KioqKqbO/Zs6ck6euvv5YklZSUVDu2uLhYLVu2lCT5+/vLZqv+RIqLi2WxWBQQEFBrDXa73PaDcefcjRl9dR96i8aANX5znvpa4ExNLr8Q18/PT3fffbcuXrxYZfv169clSa1bt1ZQUJCOHz9e7djc3Fx17NhRUsWFubWNCQkJqXKRLwAAuP255dNDAwcO1K5du3TlyhXHtuzsbElSZGSkYmNjlZWV5bgniyQdPnxYBQUFGjx4sCRp0KBBysvL09GjRx1jysrKlJWVpbi4OHeUDQAAPJhbQsu//uu/6vLly0pKSpLVatWePXv06quvKiYmRn379lVCQoJsNptSU1OVk5OjgwcPKiUlRd27d1d8fLwkaciQIerataumTZumgwcPymq1KiUlReXl5UpISHBH2QAAwIO5JbR06NBB7777rkpKSjRq1CglJSWpd+/eWrVqlaSKi3TXrl2rgoICjRw5UgkJCerSpYtWrFghL6+Kkry9vbVq1SqFh4drwoQJGjVqlM6fP6+MjAy1bdvWHWUDAAAP5pY74koVF+JmZGTUuj86Olrr1q274RytWrXS4sWLXV0aAAAwEH/lGQAAGIHQAgAAjEBoAQAARiC0AAAAIxBaAACAEQgtAADACIQWAABgBEILAAAwAqEFAAAYgdACAACM4Lbb+AONSfyyPQ1dAgDc9jjTAgAAjEBoAQAARiC0AAAAIxBaAACAEQgtAADACIQWAABgBEILAAAwAqEFAAAYgdACAACMQGgBAABGILQAAAAjEFoAAIARCC0AAMAIhBYAAGAEQgsAADACoQUAABiB0AIAAIxAaAEAAEYgtAAAACMQWgAAgBEILQAAwAiEFgAAYARCCwAAMAKhBQAAGIHQAgAAjHBLQsv48eMVGRmpkydPOrZlZ2drzJgx6t69ux544AElJSXp9OnTVY4rLCxUUlKSevbsqW7dumn06NH64osvbkXJAADAw7g9tHzyySfat29flW1Wq1UTJkxQaGioNmzYoBUrVqigoEAJCQkqLy+XJJWVlWncuHHKy8tTenq6Pv74Y4WHh2v8+PHKy8tzd9kAAMDDuDW0nDlzRgsWLNC//Mu/VNmelpamO++8U3PmzFFERIR69Oih+fPn65tvvtG2bdskSVu2bJHVatWiRYvUrVs3RUZGatasWQoICFBaWpo7ywYAAB7IraFl9uzZiomJ0dChQ6ts3717t/r37y9vb2/HtoiICLVr1067du2SJGVlZSksLEwRERGOMd7e3urbt69jDAAAaDzcFlq2bt2qPXv2aNasWVW222w2nTlzRu3bt692TFhYmKxWqyQpJydHoaGhNY45deqULl265J7CAQCAR/K++RDnFRUVac6cOXrxxRcVFBSkEydOOPaVlJRIklq0aFHtOD8/P+Xn50uqCDft2rWrcYwkFRcX64477qjx8S2Wii9XqpzP1fM2dvQVgCvwGlI7T3+ddaYut4SWuXPnKjQ0VKNHj3bH9DcVHhxYYyhy1dxwPfoK4IeICAls6BI8nqe+ztpsPnUe6/LQsmvXLv3xj3/Up59+Ki+v6u8++fv7S/rujMv3FRcXq2XLlo5xNputxjEWi0UBAQG11pBTUCRf3/L6PoUaWSwVP/CcgiLZ7S6dulGjrwBcwZpf1NAleCxPf50tLa3+u742Lg8tW7du1eXLlzVixAjHNvv/d2nIkCHq2bOngoKCdPz48WrH5ubmqnfv3pIqLsw9cOBAjWNCQkLUvHnzWmuw2+W2H4w7527M6CuAH4LXj5vz1NdZZ2pyeWhJSkrSuHHjqmw7dOiQXnnlFa1cuVJhYWFatWqVduzYofLycvn4VJwWOnz4sAoKCjR48GBJ0qBBg/TZZ5/p6NGj6tSpk6SKe7dkZWXpoYcecnXZAADAw7n800Nt2rRR586dq3xVXlDboUMHhYaGKiEhQTabTampqcrJydHBgweVkpKi7t27Kz4+XlLFWZmuXbtq2rRpOnjwoKxWq1JSUlReXq6EhARXlw0AADxcg/ztodDQUK1du1YFBQUaOXKkEhIS1KVLF61YscJxHYy3t7dWrVql8PBwTZgwQaNGjdL58+eVkZGhtm3bNkTZAACgAbnl00P/qFevXjpy5EiVbdHR0Vq3bt0Nj2vVqpUWL17sztIAAIAh+CvPAADACIQWAABgBEILAAAwAqEFAAAYgdACAACMQGgBAABGILQAAAAjEFoAAIARCC0AAMAIhBYAAGAEQgsAADACoQUAABiB0AIAAIxAaAEAAEYgtAAAACMQWgAAgBEILQAAwAiEFgAAYARCCwAAMAKhBQAAGIHQAgAAjEBoAQAARiC0AAAAIxBaAACAEQgtAADACIQWAABgBEILAAAwAqEFAAAYgdACAACMQGgBAABGILQAAAAjEFoAAIARCC0AAMAIhBYAAGAEQgsAADACoQUAABiB0AIAAIzgttDyySefaOTIkYqJiVFcXJymT5+u8+fPO/b/7//+rxISEhQTE6OYmBhNnDhRx44dqzLHt99+q9TUVPXp00fR0dEaNWqUdu7c6a6SAQCAB3NLaFm9erVmzJihkSNHauPGjZo1a5aysrI0ZcoU2e12/f3vf9dTTz0lSfrwww+VkZGhJk2a6Omnn9a3337rmGfKlCnat2+fXn/9dW3cuFEDBw7Us88+q7/+9a/uKBsAAHgwl4cWu92u9PR0Pfrooxo/frzCwsKqhI0jR47ovffe06VLl7R48WJFRkYqKipKCxYsUHFxsT744ANJ0l/+8hft3btXM2fOVK9evdSxY0dNnTpV0dHRWr58uavLBgAAHs7locVisWjTpk165ZVXqmxv06aNJMlms2n37t2KiYlRy5YtHftbtmyp7t27a9euXZKk3bt3q3nz5urdu3eVeQYMGKC9e/eqrKzM1aUDAAAP5u2OSQMDA6tty8zMlK+vrzp37qycnBwNHTq02piwsDBt375dkpSTk6OgoCB5e3tXG3P16lWdOHFCnTp1qvHxLZaKL1eqnM/V8zZ29BWAK/AaUjtPf511pi63hJZ/tGPHDn300UdKSkqSv7+/bDabWrRoUW2cn5+fiouLJUklJSW1jpHkGFeT8ODAGo91hfDgQLfM29jRVwA/RERIYEOX4PE89XXWZvOp81i3h5atW7fq5Zdf1ogRIzRp0iR3P5wkKaegSL6+5S6d02Kp+IHnFBTJbnfp1I0afQXgCtb8ooYuwWN5+utsaamtzmPdGloyMjI0d+5cjR49WqmpqbL8/zmgyrMt/6i4uNhxnYu/v7/y8/NrHCNJAQEBtT6u3S63/WDcOXdjRl8B/BC8ftycp77OOlOT2+7T8sEHH+jVV1/VCy+8oBkzZsjL67uHioiI0PHjx6sdk5ubq44dOzrGnDp1SuXl5dXG+Pj4qH379u4qHQAAeCC3nGn585//rNmzZys5OVljx46ttj82NlbLli3T3//+d915552SpHPnzunLL7/USy+9JEkaNGiQli9frs8//1yxsbGOYzMzMzVgwAD5+NT9PTAAwO0tftmehi6hUchM7Negj++W+7T89re/VUxMjB5++GGdPXu2ypfNZtMTTzyhwMBAvfTSSzpy5IiOHDmil156Sa1bt9bPf/5zSVL37t0VFxenWbNmad++fcrLy9O8efN07NgxJSYmurpsAADg4Vx+pqWgoMBxO/7+/ftX25+YmKgpU6Y4rnf5xS9+IYvFoj59+ujdd9+Vr6+vY+zixYu1cOFCJSUlqaSkRF27dlV6erruvfdeV5cNAAA8nMVu98TLcpxns9kcH4c+eOSkfH1d+5Fni6XiI3XWfM+8+tpUt0tfOTUNoDFwx9tDpaU2dYtsJ6n2251U4q88AwAAIxBaAACAEQgtAADACIQWAABgBEILAAAwAqEFAAAYgdACAACMQGgBAABGILQAAAAjEFoAAIAR3PJXnoEfglviAwBqwpkWAABgBEILAAAwAqEFAAAYgdACAACMQGgBAABGILQAAAAjEFoAAIARCC0AAMAIhBYAAGAEQgsAADACoQUAABiB0AIAAIxAaAEAAEYgtAAAACMQWgAAgBEILQAAwAjeDV0A3Ct+2Z6GLgEAAJfgTAsAADACoQUAABiB0AIAAIxAaAEAAEYgtAAAACMQWgAAgBEILQAAwAiEFgAAYARCCwAAMILHh5aPP/5YDz30kKKiojRgwAAtWLBA5eXlDV0WAAC4xTz6Nv4bN27UjBkzlJycrPj4eB05ckQzZsxQaWmpZs2a1dDlAQCAW8ijQ8uyZcv08MMPa+zYsZKk0NBQnTt3TrNmzdLkyZPVpk2bhi0QAADcMh4bWnJzc5WXl6fnnnuuyvaBAwfq+vXrysrK0uOPP+7YbrfbHf8uLS11eT0Wi2Sz+ai01KbvPZTHu152uaFLAADcJkpLbW6Y87vf2fab/IL12NCSk5MjSWrfvn2V7UFBQfLx8ZHVaq2y/ftPundMZ/cXCABAI9NtiXvnLy0tlZ+fX637PfZC3JKSEklSixYtqmy3WCxq0aKFYz8AAGgcPPZMi7NatWql06dPS5J8fX1lsVgauCIAAHAzdrvd8W5Jq1atbjjWY0NLQECAJFU7o2K322Wz2Rz7K3l5eal169a3rD4AAOAaN3pL6Ps89u2hiIgISdLx48erbD958qTKy8vVqVOnhigLAAA0EI8NLaGhoYqIiNDOnTurbM/MzJS3t7cGDBjQQJUBAICG4LGhRZKef/55bdu2TatXr1Z+fr62b9+ut956S0899ZTuuusulz6Ws3feLSsr04IFCzRw4EBFRUVp+PDh+vTTT11a0+3Amb6ePHlSkZGRNX7Nnj37Flfu+dasWaOoqChNnTr1pmNZr86pa29Zs8755JNPNHLkSMXExCguLk7Tp0/X+fPnax1vt9u1YsUKPfjgg4qKilJ8fLxWrlx5Cys2g7N9rW3NTpo06RZWXU92D/fZZ5/ZH3roIfu9995rj42Ntb/55pv2a9euufQxNmzYYI+MjLSvXr3afuLECft//dd/2Xv37m3/9a9/XesxycnJ9l69etkzMzPtubm59jVr1ti7dOli37x5s0trM5mzfc3Ly7N37tzZvm3bNvuZM2eqfBUXF9/i6j3X3//+d/ukSZPs/fv3t99///32pKSkmx7Deq0bZ3vLmq27d955x96lSxd7enq6PTc31/6nP/3JPnDgQPsTTzxhv379eo3HvPnmm/bo6Gj7hg0b7CdOnLBv2LDB3q1bN/uKFStucfWeqz597dy5s33NmjXV1uzFixdvcfXO8/jQcivEx8fbX3jhhSrbPvjgA3uXLl3shYWF1cafPHnSHhkZaf/www+rbJ86dap9yJAhbq3VJM72tfIXwN69e29ViUbKyMiwP/nkk/Zz587Z4+LibvqLlfVad872ljVbN9evX7f369fPnpycXGX7H/7wB3vnzp3tX3/9dbVjSktL7ffdd5998eLFVbb/7ne/s/fo0cN++fJlt9Zsgvr01W6vCC2ffvrprSjR5Tz67aFbofLOu7GxsVW2f//Ou/9oz549stvtGjRoULVjKudr7OrTV9RNbGysVq9eXee3SFmvdedsb1E3FotFmzZt0iuvvFJle+WfYrHZqt9l9cCBAyotLa3xNaS4uFgHDhxwX8GGqE9fTdfoQ4uzd96tPKZp06bV/vZR5Rw1HdPY1KevqJvQ0FA1adKkzuNZr3XnbG9Rd4GBgfL396+yLTMzU76+vurcufpdzGt7DWHdVuVsX03X6ENLfe68W1JSUm289N3nzIuLi91QqVl+yB2NN2/erJ///Ofq3bu3hg0bppUrV6qsrMyt9d7OWK/ux5p13o4dO/TRRx9p0qRJ1X7pSrW/hlSuW+6KXrOb9bXSnj179OSTT6pv376Kj4/XokWLjOipx95cDo1PkyZN1KpVK12+fFnTpk2Tr6+vdu/erTfeeEO5ubmaO3duQ5cIVMGarZ+tW7fq5Zdf1ogRI8z4xIoh6trXVq1ayWaz6ZlnntE//dM/6cCBA1qyZIkOHz6sd955x6PvKN/oQ4uzd96VJH9//xrfK6z8H2tNxzQ29elrUFCQ9uzZU2XbPffcI5vNpt///vdKTExUcHCw+4q+TbFe3Yc167yMjAzNnTtXo0ePVmpqaq2/ICvPEpSUlMjX19exvfI1hXVbVV37Kqnamu3SpYt8fHw0ffp0ZWdnq2fPnu4ut94a/dtD9bnzbkREhMrKynTq1Kkq23NzcyWJu/XKtXc07tq1qyQ5/rYUnMN6vfVYszX74IMP9Oqrr+qFF17QjBkz5OVV+6+gyteQEydOVNleea0L6/Y7zvS1Nl26dJHk+Wu20YeW+tx5d8CAAfLy8tKOHTuqbN++fbsiIyP5n5Xq19ft27crOTlZV69erbL90KFD8vLyqnZBHuqG9eo+rNm6+/Of/6zZs2crOTlZEydOvOn4Hj16yN/fv8Z1GxgYqPvuu89NlZrF2b5mZ2frxRdfVFFRUZXthw4dkiR16NDBDVW6TqMPLdLN77x78OBBDRs2TNnZ2ZIqPk42evRovfHGG9qxY4fy8/OVlpamnTt31unupI1Fffq6adMmTZ06Vf/zP/+j48ePa926dXr33Xf1+OOP8zHU/1dUVKSzZ8/q7Nmzunbtmq5cueL4/vLly6zXH6A+vWXN3pzdbtdvf/tbxcTE6OGHH3b0tPLLZrPp9OnTGjZsmLZs2SJJatq0qSZPnqyMjAxt3LhR+fn5Wr9+vT788EM999xz8vHxaeBn1fDq09fg4GDt2rVLiYmJys7OVl5enjZu3KilS5eqX79+ioqKauBndWON/poWSRo2bJgWLlyoFStWaPHixWrVqpWefvppTZ48WZJ06dIl5eTkOP50tiSlpKTIz89PM2fO1IULFxQeHq4lS5YoLi6uoZ6Gx3G2r9HR0Vq9erWWL1+uhIQElZSUKCQkRImJiZowYUJDPhWPMmXKFO3fv9/xfWFhoTIzMyVJ8+bNU0hICOu1npztLWu2bgoKCnTs2DFJUv/+/avtT0xM1KhRo5STk6OLFy86to8fP15eXl5atmyZCgsLFRwcrJSUFI0ZM+aW1e7J6tPX4OBgZWRk6I033tDzzz+vixcvqnXr1vrpT3+qxMTEW1p/fVjsdru9oYsAAAC4Gd4eAgAARiC0AAAAIxBaAACAEQgtAADACIQWAABgBEILAAAwAqEFAAAYgdACAABuaM2aNYqKivpBd9F+7733NHToUEVHR2vo0KF6//33nZ6DO+ICAIAaFRUVKTk5WV999ZWaNWtW73nWrFmjpUuXavbs2YqJidH27ds1e/Zs+fv7a8SIEXWeh9ACAABqtGnTJpWWlmrjxo362c9+Vq85SktL9eabb+r55593BJSxY8eqbdu2Cg8Pd2ouQgsAAKhRbGysnnjiCTVp0qTWMbt27dLKlSv1zTff6OrVq+rRo4eSk5PVsWNHSdLnn3+ukpKSamdUhg0b5nQ9XNMCAABqFBoaesPAsn//fk2aNEmtW7fW+++/r7Vr16qsrEy//OUvdeHCBUnS119/rZYtWyovL09PPvmkevXqpUceeUSbNm1yuh5CCwAAqJeVK1cqJCREixYtUqdOnRQdHa3FixerpKREH330kSTp3Llzunr1qmbOnKlx48Zp1apV6tGjh1588UX953/+p1OPx9tDAACgXg4ePKghQ4ZUORvTqlUr/ehHP9Lhw4clSVevXpXNZtO//du/qU+fPpKk6OhoHTp0SMuXL3fqbSJCCwAAqJeSkhJt3LhRmzdvrrL9ypUratq0qSTJ399fUkVQ+b4HHnhAGRkZun79ury86vbGD6EFAADUS0BAgPr3768pU6ZU21cZWjp06CCp4uPTfn5+jv3Xr1+Xr69vnQOLxDUtAACgnu677z4dO3ZMYWFhVb6uXr2qu+++W5I0YMAAeXl5afv27VWOPXDggDp37uzU4xFaAABAjYqKinT27FmdPXtW165d05UrVxzfX758WQkJCTpy5Ihmzpypv/3tb8rNzdXKlSs1YsQI/elPf5IkhYSE6Gc/+5mWLl2qrVu3ymq1av78+frqq6/0zDPPOFWPxW63293xRAEAgNmefPJJ7d+/v8Z98+bN02OPPabPP/9cb775pg4fPqzr168rMjJSEydO1NChQx1jy8vLtXz5cq1fv17nz59Xhw4d9NJLL2nQoEFO1UNoAQAARuDtIQAAYARCCwAAMAKhBQAAGIHQAgAAjEBoAQAARiC0AAAAIxBaAACAEQgtAADACIQWAABgBEILAAAwAqEFAAAY4f8AonT6m1Ev8qsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Mpf_Figure size 1600x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = mpf.figure(figsize=(16, 7), tight_layout=True,style='default')\n",
    "ax1 = fig.add_subplot(111)\n",
    "ax2 = ax1.twinx()\n",
    "apds = [mpf.make_addplot(drought.iloc[0:150,:].sum(1), ax=ax2, secondary_y=True),]\n",
    "#apds = [mpf.make_addplot(drought.iloc[0:,:].sum(1), ax=ax2, secondary_y=True),]\n",
    "\n",
    "mpf.plot(c.iloc[0:150,:],addplot=apds, ax=ax1,volume=False,type='candle')\n",
    "#mpf.plot(c.iloc[0:,:],addplot=apds, ax=ax1,volume=False,type='candle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z5ljefvrpp+Puu++2vX55F1j/05/+hIceegg333wz5s+fj46ODvzmN7/Btddei1/84hcZf/2dXQcx4HPHX5CIioYkaQfW7Z29elMtIioN3P6JSseqR1Zg0eeX6L9z+9ccHNRKuXR6+iF5/Rge9UOSJOzr2QvPwz/E1O+shlpdD0UBauqnQt0/CMnpRmBfO65d+AnctWY72j39aBtTFueVoD03gJ79WsLU3oPDGBr1QwbQ1tELQMtaHxz16b/nyrJ7/4xTzjwvp+tAmcFtn6h0cfsvPHv3Hoy7zJ///Gf84he/wH//93/jk5/8JHbu3Imbb74ZbW1tePDBByFFSXv//ve/j8985jOm28rK4p/PGOVVYL23txe//vWvcfXVV+PLX/4yAOCwww7DlClTcMEFF2Dt2rUAgIGBgYjH9vf3Y+zYsQCAmpoaPbs9fBlJkjBmzJio66Cq4MZFVKK4/ROVLm7/RMVvVetKLGxZEnF7qW//iv63S/p7IcsyRkaGASUAZbgfjglTMeaye9DpKsOYBdrS/oPdekkXr1+19R4qqhbUkIMXuP5AsBSMJOmPdzkk+AL2ni+TSv17UQr4GROVLm7/hSPe56SqKu677z4sXLgQl112GQCtFPg3v/lN3Hzzzdi0aRPmzp1r+diamhrU1dWltH55FVjftWsXfD4fDj30UNPtM2bMAAC0t7dj0qRJ2LlzZ8Rjd+zYgZNOOgmA1sx03bp1lss0NTWhvLw8A2tPRERERERUWJTgFatoXurxdJnuH33rEVR84tKI8i8IePUmpD5FgR1ajXUJjuCLBVQViqJClkPLOB0yRn2BJP4SIiIiKjWSJOHxxx+Hw+Ew3d7Q0AAAlonX6STHXyR7mpqaAABbt2413b5t2zb9/tNOOw1r1qyBz+fT79+4cSM6Oztx5plnAtDq4bS3t5uex+v1Ys2aNTjjjDMy/WcQEREREREVBFUPrGvB7o72Xab7vR++gNEdkUlLgZ7tcDm0x/gC9tL+VGgBfBFYX7/7IIZ9Af21AcApS/DafD4iIiKi2tpa1NTUmG57/vnnUVlZGZG8nW55lbE+YcIEfOYzn8G9996LSZMm4bjjjkN3dzd+9rOfoa6uDmeccQbmz5+Pxx57DD/4wQ9w1VVXob+/HzfffDOOPvpofPKTnwQAnHXWWTjssMPw3e9+F7fccguqq6vx+9//Hj6fD1dccUWO/0oiIiIiIqL8IGLYIrbt9Y7C7TZnp3v37kLZ9OMAAPv+8k04FS/gG4HbcSMAwBewm7GuvU6FS8vv2r5vCABQW+HSl3E7ZNsZ8EREREThXnjhBaxcuRI33HBDRMDd6JVXXsGqVauwbds2VFRU4JxzzsFVV12F6upq26+VVxnrAPDTn/4Un//853H77bfjnHPOwTe/+U1MnjwZDzzwAMaOHYvm5mbcf//96OzsxAUXXIArrrgCc+fOxd133w05OIfQ6XTi3nvvxYwZM3D55Zdj0aJF2LdvH5YvX47GxsYc/4VERERERET5QWSsOyQJq1pXAADcbrdpmb6XH0DLhG5cVLcHztE+wDcCQMsuB7Ra6XYoqgpZkjBpTDm+dcYh+u111aHXczokjPgUPPJOR/J/FBEREZWkp556Ctdddx3OO+88fP3rX4+63MSJEzE4OIirrroKf/rTn3D55Zdj5cqVuPbaa/VzIzvyKmMdACorK7F06VIsXbo06jJHHXUUHnjggZjPM3HiRPzqV79K9+oREREREVEB8ni6sKp1BRZZNDAtZYohY31160rTfZIkoa6hEQPbtuDqCz8HALjr1u/q97sSrrGuvY4kSTj3iEacMXsi9vSNYvKYUA+s5toKfNQ9gD+8vAOfObwBle68u2QlIiKiPLR8+XL87Gc/w5e+9CX84Ac/gGQoNRfulVdeMf0+d+5cuFwu3HTTTVi7di0WLFhg6zXzLmOdiIiIiIgo3Xq6uyICx2RsXhp58SnLMurro8/4feOVFwEA7QeG8fD6Dpx116v46gNvw+u3DrQr0JqXCpVuJw6ZWIUKd6jh2Hc/NRvHNY8FALy+40DCfw8RERGVnr/97W/46U9/im9961u4+eab9aomiZg7dy4AoLu72/ZjGFgnIiIiIiIqUWK2swish5eBAQDFIiO9rqERr7z4HADg2U09+OMrOxBQVOzuHcG+IW/U15KjJ4/p63H0ZC2w/tN/bcanf/8Knt/UY/fPISIiohLz2muv4cc//jGWLl2Kr33ta3GXX7t2Lb797W+jt7fXdPuGDRsAANOnT7f92gysExERERERlahAsBaMSFgPb1xqpa6hEfX1jXAPdOHUmeMj7vdHaWaqqGrMadnCeUc24pITp2JcpQuKCrzf1Rf3MURERFR6VFXFT37yExx77LE499xz0dPTY/o3ODiI7u5unHPOOXjyyScBAJMnT8ZLL72Ea665BmvXrkV7eztWr16NO+64A6eccgqOPPJI26/PgnVEREREREQlSrTnckQJeC9sWYw3Xluj/37OuRegfddOAIAEFdd+YiZebttveowvSjNTUWM9nrEVLly8oBkfnzkBl/9tPRTFfhMxIiIiKh2dnZ3Ytm0bAODUU0+NuP+aa67BokWLsH37dhw8eBCAFlhfvnw57rzzTlx//fU4ePAg6uvr0dLSgmuuuSah12dgnYiIiIiIip7XOwpPd1euVyPviKD1Y/98JOI+t9uNRS1L8L3vXKvfduttt2NV6wq9Xn1VWeQlpT9KIFxRE5syHeyNCsbViYiIyEpTUxM2bdoUd7nwZebOnYu77ror5ddnKRgiIiIiIip6bncZ6huiN+IsVUowZ/3xVY/A4zEPPEQrC7OoZQm2btEuUMudckTddF+UUjCAvVIwgqj7HmBknYiIiPIQA+tEREREREQlStVj1ip6wjL66+qjD0Ts2+sBAEiShEPrq033xcxYtx9XhxxcWFEZWCciIqL8w8A6EREREREVpFWtK3K9CgVPr19uEby2m+F/Z8s8PHr5CfjqCc0AYtVYTyxjXdR9Z2CdiIiI8hED60REREREVJBEnW9KXqhoiwqv12u6b2HLYlvP4ZAljK1wwRUsiu5XrEvBJJyxHlyWpWCIiIgoHzGwTkREREREVKIURYUEQILW4BUIlYBZ1LIk5mPDm8G6HFok3J+mjHVRCibK0xERERHlFAPrREREREREJUpRQwFsAPB6vbZLwPSENTt1ytrlpS9axjq0AL5dLAVDRERE+YyBdSIiIiIiKgnhGdYEqFBNF4Uiaz0et7ss4jaRsX7rM5uxtWcg8rVUQE6kxrrIWGcpGCIiIspDDKwTEREREVFJCM+wpmApGJEZHiXTfMLE+ojbmpqnRtRkP3LSGP3n9zr7Il9LVZFAXF2vsc64OhEREeUjBtaJiIiIiKjo1dU3os5miZNSogCQZcDj6YJqKLlyzrkX6D9/Z+nNEY+rr2+MyG6fNr4SPz//CADAwKg/4jGqigQD6yLgz8g6ERER5R9nrleAiIiIiIgoGYmUdrFbN7yUrGvvxdaeQVS6HOgOey9vve12/edoTUytysGsfeV5AI3WgXWokBOosq6XgmGNdSIiIspDzFgnIiIiIqKCFK+0y6rWFVlak8J018vbAQDjq1ym2xe2LLb1eLfbHXHbmn89DgBofXcPHnt/j+k+ZqwTERFRMWFgnYiIiIiIClJ4je9wq1tXZmlNCpMvoNVU/+3n55luj5ahbodjtA9HNNYAAN7c2Wu6T1HVhJqXihrrAcbViYiIKA8xsE5ERERERAUpvMY3JUZVgXGVLowpd8Vf2Kae7j16nXURuDe+XiIZ65IkQZa0gDwRERFRvmFgnYiIiIiICk54mReWfUmcCiRQ8dyeHk8XXA7tWb2GwPq69l6M+JWEMtYBwCFJCLAUDBEREeUhBtaJiIiIiKjghJd5iVX2hUF3a1oGebpD61rTUQmAP1jDRVVV3PTEhwCAmjJnQs8lyxIz1omIiCgvMbBOREREREQFSVEUW0HzZXfdmYW1KTyqqqYtY934Oax+9O9wOWS9FIxPUTHq135e+unZCT2vLAF+ZqwTERFRHmJgnYiIiIiICpKqqljduhKrWlfA090VdbkeT/T7SpmKxGqex2IcvFjduhIuhwRfMGPdGwyqnzhtHMZVuhN6XqcsY/u+IfzsX5vTs6JEREREacLAOhERERERFRxjIH1168q4wXMPg+sRtMC6ObLudpfZfnxdQ6P+c/j7r/i9eo118b/bmfjl5xeOnQwA2NjVl/BjiYiIiDKJgXWiAjTsC+DDrn78e0sP3tl9MNerQ0REeYp1pamYdezeZfrd6/VGLGMMpvfEyGiP56alNyb92HxmLAUj3j+3235GeX19Y9T7vMOD8AVLuIjMdbcj8cvPi45vRkNNGcvBEBERUd5hYJ2oAH1n9fu45pH3cOszm/Ht1e+j/cBwrleJiIjyUKxmjkSFzusdjfk7kFow3eifq4pzW1JVGALrke9fKiQlAE//KNa19+qlYFyO5OrOOGWJgXUiIiLKOwysExWgzoMjAIAqtwMA8Nr2/VBVXmwQERFR6VAUxdb5TzpmblhlwxcDq1IwdTGy0GMJf48CQ70AgO//cwNG/QEAWimYVa0rEv5MHLIEf4DnukRERJRfGFgnKkAjPgWz66pww+mHAADufnUHnt/ck+O1IiIiIsoeWZYjgsJWjDM3YjU4LUWqqkY0L61vsBdYX9iy2PS7MePd4+lCz6r/RU2ZEz5Vxu0vbgOglYJZ3boy4dk0TllCgBnrRERElGcYWCcqMIqqwhtQUO5y4GMzxmPWxCoAwN7B4sykIiKi5DGISKUmWia0yKaO1+C01KgIlYJJ1KKWJVHv62jfieEDXXrj0Y+6BwAkV2MdYCkYIiIiyk8MrBMVmFGfVqOy3CmjwuXAZSdNBaDVyCQiIhJWta5gEJGKniRJpgEkYya0Mcju9Y4mXeKkmKkqIjLWEyXeZ0VR9Nvc7jLIsowlx03BhI2tOHnGeJw8YzzOmD0RW7dsSnjQzyHL8AYUXPbQOlz64Dps6RlIbaWJiIiI0oCBdaIC0zOoTbMtd2n11cXVkMLIOhERGbBxKZUCWZbRsXun/nt4kN3rHcWG99YDsF/ipJSoqgop6Zx1jdjXqKqqB9nr6hvhdpfBIUuo6N2Bn5x7GH5y7mGYObEKoyPDCb+GM9j0dOf+Yew6MIx17b0prTMRERFROjCwTlRADg77cOmD2sVhZTCwzo2YiIiM0tGokagQuN1uAFqZF4+nC4qiYOeObaZlvF4v+vsOmrKpk1WM25bWvDT0u52a9eHEYIaqqlh2150AxCCGGvU9S3Q2jVM2r1fvsC/h9SQiIiJKN8bkiArIgaHQRUTLMVrNSknPWM/JKhERUZ5hpjqVCre7TP+5p7sLsixHDaCrKc7sk2UZy+66s+iC6+GlYGQ58cvDHk8Xblp6IwDzrACv15u2/ZEjLOC/cn0nHn+fpa6IiIgotxhYJyogotzL+Uc24pBg01KRwJPqBSMRERWPYgv+EeWa0+lCfUNj0Q1cqUi9FAwAtO/aaZnt7unugqe7y7RPErXuE9lPOeTI5351+/4k1pSIiIgofRhYJyogInRunrKr/c+MdSIiEkQ5BqJilkgz0mRKnBh5vaMpPT5fqSpMYXVRXscuT3dXzPemvqExYkBCZLUnMkghaqwDwB0tRwEA/GEnv89t8uDKFe/gJ09/xN5DRERElBUMrBMVEJGVLhsuDsXPzFgnIiKhx9MVN+BFVOjqGxr18i9erzfmsqLESV0KDUy3btmU9GPzmXHMwVhex44eT5f+3tsdvPAEH2NsNBuPscZ6dZkTAOALmMv+vLB5L7btHcSLW/exBjsRERFlBQPrRAXEKitdinEfERGVrvqGRrjdZXrtY6JiVFlZBVmWbQ8i1SeQ5W7kdpdh315PUo/NZ4qqppzNL5SXVwAIZfeLIL2nuwseQ7PSnu4ujIwMJ9TA9Pip41Bb4cKhdVWYPKYcsgT4AuaTX2OgPcATYyIiIsoCBtaJCkgoYz10m7gY4uUDERFZefqJf+R6FYgyxpiBHp5tbQzmJpqJHS7REimFQkUoSSPZv1E0jBWPFxns4vceTxd6EshOt/KZwxvQevkJ+MMXj4HbKcPtkOEPa1TrMwTTw4PuRERERJnAwDpRAQnVWDeWggnex1IwREQUhqVgqNgZM9Cbpkw13dfT3aUH1NMRGFfCArlFQQ2VgnG7y1BX34iFLYsTewpVtRzEEIMeVuV3RGmeZDkdUkTw3G/KWC/Cz4qIiIjyDgPrRAVExM6tMtY545WIiMLFqztNVEzqLQK46cw0L8YkBiWseWl9QyMWtSxJ+HlERvrWLZv091wMetTXN5r2ReLnVAb+nLKsl35Z1boCgDljPbyxKREREVEmMLBOVEAU/YKOGetEREREQrRSL17vKFRV5eyNKFSkVmPdmI1eV98YtQ69eP8vWny+/nMqA39uh6QHz1e3rgRgrrHOwDoRERFlAwPrRAVItrj+4fUDERGFS7WuNFG+W9iyGG53Gdxut2UJE6/XC0mSUt4W6pJsepr3DKVgkmEsxXPl1deFGpYGS8N4whqUvv3Wa3C73VAUxXZpHZGRbuR0yKZAOgD4DaVh2LyUiIiIsoGBdaICIq4RzDXWxc+8gCAiIrNibbhIJCxqWaJ/z5MpYWKXVZmZYqDAXAomWV6vV/8svN5RvTRMR/sueMIal7rdZZBlGeXlFbaeW2SkGzllCfuHfHjs/dBzsxQMERERZRsD60QFRJR7MV4Aibg6rx+IiEhgbXWikFRKnRQ77dwytfdHkiRDeZdReL1ePcN/ZGQYPZ6uiOx0t7sMTc1TI57LSnjWOwA0j9OC8r97qQ17Kmfgb2/vhqc/VO7HH+CJMREREWUeA+tEBURcIhhLwYiMdZZYJyIigfWkibTyLW53GcrLy3O9KnnNqsRgQo+XQ5eUYlBPZPiLpBBjL6C6hka43W5TGZlYerojA+s/PGcu6qrd8CsqAsd8Dve+ttN0v99mmRkiIiKiVDCwTlRARPNSY+aV+ElhKRgiIiIqQXUNjfB6RyNqcWvBXXvnR1Z1vEuBkmKN9VhECRjjQJ+iKLjyqutMTU/tCP98HLKEKbXRS8mwFAwRERFlAwPrRAVEJPsYM4vExRAz1omIiKgkqcDIyIhlLW63uwznL1ocN5Br9djSkb7IurFJ7JVXXweHw4GRkRH9NlVVsahlCa686jrbz+n1eqPWWRcOb6zBhcc14eMzJwBgYJ2IiIiyg4F1ogJidY0g6aVgeAFBREREpefKq68zlSMJd+ttt8csO7LqEfvZ6uGNOAuZOHdMpRTMwpbFmDCxXg+oG+umi2aysizD4XCYHpdIo9lopa2MgfUzZ0/EFSdPx7ymMQCAHz75EbbtHbT9GkRERETJYGCdqKCIC6DQhYTMjHUiIgoT3iiQqBiJppbGIG2s775VE0wAWP2o/Wz1nijPUYhEwkYq+eqLWpZg1uw5cLvdAID6+kYoihJ1AMLlcqXwamZOR+hS1uWQsap1BRZMrdVvY2CdiIiIMo2BdaICol8AGUvBBC+HWGOdiIgALXjIWUxUCqyaWsb67lstb0fR119PY411EVAXzUuNpWEAoLKyKm2v5TJkrDsdEla3rkTzuEp8+8xZAJh0QkRERJnHwDpRAREXixKYsU5ERNaSDR4SkbVld92p/2zVJLVQhUrBpBZZX9iyWP+5vqERsizrtzVNmYoJE+tTev5oGfDGjHW3Q4anuwurWlfoF7gcYCQiIqJMY2CdqICIywPJonkpezQRERFRsUpHMLsuRp31WET5F0mSojbSLESiaE6qCevh9dLdbrd+W31DI2bNnhPz8Vaf7U1Lb9RvLy8vt3ycMWN93ZuvosfThdWtK/X+QyyIRURERJnGwDpRARHBc9kUWGfzUiIiIipuVsFsY6BclmU9qzlaEF6UJ0mWLMsRpU0Kmp6xkd6nbWqeFnGbyFq3Gtyw+myffuIfWPYHbaZA05RplrXtd+3Yqv/85mtr4PV6AYSSTnhuTERERJnGwDpRAdFLwRibl4r7crA+RESUn6QUSzsQ5RM7gfLKyir9d2OgNtks9WhEk85ioAbPHuVgZL2uodFU1iUZC1sW48qrrjP9vrBlsZ61bvzMojU4FfSyVlF2Zx+8t17/eU/7DoyMDGuLs0wiERERZYkz1ytARPaJCwTj9QUz1omIKJwsy/BYZHgSFaJUSq+IQG7z1Gl4+603kspaHxoajBsELkRiJqQIRF951XURZV0SFf548bvlZyjZK/ETrW/E0AEPRJGY3u7doZrxwTNllWknRFRiAoqKjV39KHPKmF1XxUQLoixgxjpRARGXB8YmU6yxTkRERl7vKBRF0Q8acw47MrcrRJSiRIPaVoNKt952e9KlYBRFQX1DY8pNOPNO2LljqkH1RNXXN8YdNBGB9zqLz27g7cfheOtBzN37Cnyebfrt6To35uAkERWaxz/owg2PbsBVK9/Fh90DuV4dopLAwDpRAVH0UjCh28SPzFgnIiIAcLvLIMuyfoBwOjlBkQpbx+6dcYPrxsBrtAznVMqciHImoo53MdBLwWQpo/GmpTcmtPzQ0BD+77afwOsdtax5ODrYi0m+Lvz+lu9qg4lB6SoFE+17RESUrw4O+/Sf9w8Vz/GKKJ8xsE5UQKxKwYiLIWasExGREYNCVDykuNnmV151HRa2LI457V1kZNspP2L12IUti7Ugb5HI9rnjP1c9nNDyPp8XoyPDcLvLLJuXGqmqqn/2MsskElGJMu72AgwQEGUFA+tEBURkFkkWpWB42CQiIqNiyqyl0mYnmL2oZQkWtSzRZmsYWGWpJ1qz3e0u01+jGKUjYd3O/ib8c/R0d2Hrlk0xn8/r9VqWgQEQlqUu6Z+9+HMUi8dkgjegYNQfyNKrERFFZ4wJ+AOMEBBlAwPrRAVEjEDLhgsgZuUQEZFRKCBVPJm1RMk2Dw0PhjdPnZbwc7nd7qReO9+FzitTj6zb2d8oimIa6KhvaMToyLDl5+H1jkKSJIyMDOPKq66zfD5VVdE8dRoArWGzGACRsnhu3H5gCOcvex2f+ePreGnr3oy/HhGRXT4lW8OLRKWNgXWiAhKqsc7mpUREZM3rHdUDTESFTpRtsSoFkkzN9FSamArJBvnzjZLlpAxVVS2z/q0+W7fbDVmWoz5GaN+1M7h8mT4Akq4a63a09w7DF8wK3b5vKPMvSEQUg2rIWWcpGKLsYGCdqIDEqrHOjHUiIgK0gFSxZthS6VndutJU8sMonaVZYgXL6+rNgfh49b4LjSRpAxjJ1J5PVfRMd3MWfbRyMIJxnydnMbBuLLUQ4Lk4EeWaYTfkZ2CdKCsYWCcqIOLQaDVjd8OePmz2DOCWJz/C/z67GQOj/qyuGxER5QdjtjrrrFOh83R3ZSV5IGawPA01yPOReFdlSFjdujLh2vNGyc6S8Xq9UYLrKuYv+JjxV5NVrStiNKrVblcsOhDdtPTGpNYz3JaeATy8vgPvdBzUb2N2KBHlGmusE2UfA+tEBURM2TXWwnQG03IGRgO4auW7WNO2D89t6sH7e/pyso5ERJQ/WGedCl0q2eGi/nbK62DIZi+mMkuK1VTIJCUzSyZUyidyBdzuMjy48p/67+Hfg9WtK/VmpSLTXmS1x8pYf/qJfyS8nlZ+8dwW/PGVHfjHhtB6MbBORLmmmjLWWWOdKBsYWCcqIFbXP+UuB5Z+enbEshyhJiIiolIjAt+rWlfo9bdTsap1hakUTFPz1JSfM18owUBwthLyXS5z8H1Ry5Jg09H4Qfm6hsaopWqW/eFO1NU3oj74OYWal6a4wjEM+wIRt7EUDBHlmiljnYN9RFnBwDpRAQmVgjFfAn16Tn3ERRG7gBMREVHpUeH1jsYsa5JI89HVrStNzU7r61NrfJovRnwBfPWBdQBCGd6ZVllZGXGb3++PObPG5XIB0N5342fq6e7Sa+/3dHeZPiNxgatalIJJF6uAFU+9iSjnDAN8nEVDlB0MrBMVEFUvBRN5nzPsRo5QExGVrnPOvSDXq0CUE253WdxyLcXWfDQZB4Z9GPFrkeBzDmvI2XpoGevRP69p0w+xvL2+oVEvBQMYy8qEehFl8lTYKmDFjHUiyjXjXmjYx9E+omxgYJ2ogIhzeKteTY7wwDpLwRARlaxbb7s916tAlDbhM/WilQQRMtlbYGHL4qJoCixiwJ+eU4cF08bldmViMGaix7KoZYn+c6gUTObOhS0D60xqIaI8snJ9B57a2J3r1SAqegysExUQcYEgWVTDjAiscz4qEZHJ+t29+Msbu7B+d2+uVyVriqnRIpUuWZb1xpQAYpZ5OefcC9Ia+PZ0d5lKxyxqWVIkTYGD55RW2RpZ5HaXmT7bREyYWG95e6zmpeliNTOUgXUiyrXwvdDWnsGcrAdRKWFgnShPqKqK3/6nDd9/bCPW7uqNuP/AkBf3vqY14bK6BoooBcOMdSIik1+9sBXL32rHL57fmutVybhVrSugKAqaphRPo0UqPRctPl8PYtutbW5ntoYIvK96xDrzXWTEi//tZk0XEhF0zm1YHXC73TE/W2OJl3CzZs+xvF0koCgZrLFuVfaFpWCIKNfEbuiG07UyWpnsNUFEGgbWifJEz4AXqzfswRs7D+Cx9/dE3P/sRz0Y9AYAABOr3BH3h2es+5g1Q0RkImpNDoz4c7wmmbeoZQlkWS7KgCCVjk0fvp+RWRde7yhWta7A6ke1zPfwZqYiI37ZXXeiY/fOtL9+PhBniTlOWI+qLhhsN5Z4sWo667Goly9lIWOdpWCIKD+Ze7JxvI8o8xhYJ8oTiuGoN+qPLOOyd1DL2Lrp7EMxr2lsxP3hGev7Br34YE8fBkaLP4BERGSHCHqM+AMZrb1LROnh9Xrh9Y5CURTLoGo0doLxxnIyUZ9bKt5yStneBcbKPLdiNSho1XS2p7sropRMOgLr8er4WwXRFR5XiCjHxG7IEdwRcr9ElHkMrBPlCeMhLzyw/uwmD1rf1bLYD28cY/l4h2zenB95pxPXtW7ADx7/EADgDSjoG/Glb4WJiAqM6D2hqJzVQ1QIvN5RuN1lKC8vtwyqRuN2uxMKxANAWXmF/rPIgu7p7oLX6004KFwYRI319DxbvDrpi1qW6FnoyfB0d5lq24vPqK6+MaKUjJyG5qWx6vgrqgqrQwgz1oko10KzkSTT70SUOQysE+UJNUbG+lMfaN28Z02ssiwDAwCOKFvz/iEvhn0BfPHPb2HRvW/qddqJiEqNsdnciC+QwzUhoniMGcPJZI0nEogHgNGR4dBjDUF5r3fUVI6kWOjBlzRVWbdTA//Kq6+LuM1usP3Kq68zfw+Cf0B9Q2PEwIf4iyLnf9pnVWJGUILHkvGVLnzm8Aace0QDAAbWiSj3REhB5NwxYZ0o8xhYJ8oTxoOeNyywPugNoNwl4+4lx0TUUhecsvXmrCgqNnb1oy9YU3jn/qH0rDARUYExBj2e/tCTwzXJjgkT63O9CkRJi5UxnCpRWiY8qz1e+Y9ikovmpVYDFFbBdjuPNZaKCb9Pz9RMIaBkVWJGEIO0MydU4dtnzsJVp8wAAAQYwCKinAvWWIfIWOeOiSjTGFgnyhPGQ95IWGB9YNSPKrcz5uONNdYPb6zBrLoqAEBX/yi++48P9PuYTUNEpSh86v7dr+xA+4HiHmicNXtOrleBKG2MZUDsipV1XN/QGLVpqTA0NGSZLa8oqeRC5wd9d5jj5qUiKH7T0hsBJDa40Tx1mmXJn1DTvtTOeaNl4QeCzyuSXcT/u/YP8TybiHJK7IGYsU6UPXkXWN+9ezfmzJkT9d+jjz4KAFi7di0uuugiHH300Tj++ONxww03oLu72/RcXV1duOGGG7BgwQLMmzcPX/rSl7B+/fpc/FlEcRlP/vf0jeDZj7Rsymc+9KCrfxTVZY6Yjzdmsv9q0ZG4+4vHYNIYi4tBHl2JqASJDMPDGqoxa6I28LhvkH0niPKVMShe19AIr9eb8HP0RKmzbjfg6vN54XZHluAriubHOchYj+XpJ/6BVa0rYs5UCM8gv/W22y2bnOqlYDL0MYnguTGwLkFLZrnt2c2ZeVEiogTIevPSHK8IUQnIu8D6pEmT8PLLL0f8++Uvfwm3243jjz8ebW1tuPzyy9Hc3IxVq1bh7rvvRmdnJ6644gr4fNpFstfrxaWXXor29nbcd999ePjhhzFjxgxcdtllaG9vz/FfSRQp/Jj325faEFBU/N8LWwAATWMrIh9kMKZcy2ivcMl69rps6Ej1rTMOAcCDKxGVpkBwjn51mROfnlsHAOgf9edylYgoBmNQ3E79bqNkstsTebzLZd3vppCoevPS9ITWU23wOjQ0iGV33RlzGeP3INZshFDTvtBJbzrL/Lyx8wAAc2D92tNmAgA6+0bS9jpERIkKL/NVFAPBRHku7wLrDocDdXV1pn+1tbX4wx/+gK9+9auYOnUq7rnnHowbNw633norZs6cifnz5+O2227D5s2b8cwzzwAAnnzySbS1teGXv/wl5s2bhzlz5uBHP/oRxowZg3vuuSfHfyUVq/2DXix7dQf+/PpODCfYGE8EvM+eW48qtwOjfgUj/gAUFaivKcPN58Se0v/tM2fhB2cdit987ig9oG4MrLuD3U2ZsU5EpUhkrDtlCTVlLgDALU99hC09A7lcraywKpVAlM+sgqCJNDBNJrs9kcdXVlYWfD32dNdYT6XBq6e7Cz6fzzL7PBox8GIV0Jf0UjCh20QmvN1mqdHsH/Litme1pJeaslCZxguOmoRyp2xqkk1ElCuyLAYYiSjT8i6wbuX+++9HX18fvvGNbwAAXn75ZZx66qlwOkMnMzNnzsSUKVPw0ksvAQDWrFmDadOmYebMmfoyTqcTJ598sr4MUbr9e8te/H1dBx5Yuxtvt/cm9uDgUc/tlDF9fCUCiophrxacP7yhWg+MR1NXXYYzD63DrLpq/TZjP1OnIzgdjCf8RFSC/MGayE5ZxuGNNfrtCe+rC4AICi5sWYyFLYvREyOzkygfWZUDMZZkiZWtnCyrYHqsbO5MNlfNhnypsQ7AdkDd092Fm5beaBrUsAroyzGal9p9rWgB+KHguXmZU8YVH5tmus8hS/rsKCKiXBD7PdligJGIMiPvA+tDQ0O49957cdlll6G6uhqDg4PweDyYOnVqxLLTpk1DW1sbAGD79u1obm62XGbPnj0YHh7O+LpT6fEGQs2sRhLOWA9OyYWWUakCGAo+R7krdn31aByGC0JXMMrO830iKkUii9DhkNA8rgI/++xhAIAi6EEYQZSxWNSyJKUsUqJcmzCx3vL2aLXT7QoPmNc3NFqWf5HlvL9USpl4JzzdXXk/u6XH04Wnn/gHVreutJV5rqSQqxktAC/O1z91aB3GVrhM9zlkSW9sSkSUC6IEVmiAkfskokxzxl8kt1auXAlFUfDFL34RADAwoE3Zrqqqili2uroaHR0dAIDBwUFMmTLFchkA6O/vR0VFZM1qSQpNHyRKhV9RE/suBZeVpFDNxsFgVkyFy5HU91I2NDR1OCTIknZBwO+4mSSZ/yei4iMGKp2ypO1nxSweMahZRNu/2+2O+HuK6e+j4idmWcw+dA7ef+8dy+N0vO90fUMjPN1dlsvJsmy6vb6hEW3btujXAW53WdzXKvxrhlCNdUkCGhobg79nf00WtSzGW2+8on/uq1tXWL6/5eUV6OvrxfvvrcdRRx8bdT9nnORp/O4Y/8UjScDCzy2OWFYcMxwOKeI+pywlfv5POcFzfyp2DkMpGH7Pzbj9F558/6zyPrD+17/+FS0tLXpAPNOmNY5FfX1tVl6Lis+4zXv1n2vHlGNmU63tx45I2lVAbXUZeke1ANA1D78HAGgcX5nQcwmVhtqPTXXVcMgSXC5HUs9VCmZMrs31KhBRBhwY9OLM374CABhfU4aZTbXYM6w1Lq2p0uo2F9P2X15uPv7IssT9PhWUvT3d8Pm8qChzQpYlXHnFpbjhhhv077Gd7/S0qVOwt6c76nLiucXP4v+ZTbUoLy/DKy88hrKyMsvXmjKlSV+2UA0FMzpqq7V9ongPcvE3ffv6b+BnP/4B9vZ0AwCeeeJRy/fX6x1BeXk5+vr6LO8Xf8PUhjEAgOpKt76MWN7u51ZR5sS3r/9GxO3Dwav78TWR5/nlLgckifvbQlJMx34iAKip0sqmTZ6oxc8qK1zcJ0XB7b9wVLtS652TaXkdWN+wYQM6OjrwyU9+Ur+tpkariyoy1436+/sxduxYfbnBwUHLZSRJwpgxYyxfc2fXQQz43Jb3EcWz72CoxNCefYNo6+i1/dj2YAO9vkEvvD6/6b65EyoTei7BZyhH07N/CBIkDI/6knquYiZJ2oF1e2cv69ARFaGthgalp88cj7aOXnj2a+cI+/u0/XYxbf+Kopr28+G/E+W7kZERjIyMYHjUD0VRccqZ50FRrkdbRy9WPbIi7nfa7S7TH2u1nPF+ABge9ev/t3X0QlFULLv3z3C53JbPUTu+Tl+2UO32iPPOUbR19OrvQa7+JmMPoGjroiiqXgvf6v0Xj+vw9AMADg6M6svs3LUbv7rjj7Y/t2jL7erWnntgyBtxv6oCo/7C/l6UCp77U7E6OKDtI8V5br/FvqrUcfsvPHv3Hsz1KsSU14H15557DmPHjsWxxx6r31ZZWYlJkyZh586dEcvv2LEDJ510EgCtmem6dessl2lqakJ5ebnla6pqqMFD+4EhqACaaytiNi8iEox9QX1+NaEdtajzK0mAUwrNYf3mx2fgyEljktrpy4bvrSxpzUwVhU1MojFu/0RUPHzB5hJfOGYy5tTXQFVD+0dRe73Ytv/wv6WY/jYqfm53GbxeL1QV+v+A9j1eFWwaGus77Xa7TY+xur+7K7KeuHE/oKpaA8seT5fl9uTpjry9kIh1l4I/X/C5xabbcynWZ+f1jkJRFMt9dvjvG7v64fMrcDpkeLq7cPcf7kR9faOtvzHaMcEfPF+XJSnifqcsYcib2Pk/5VaxHfuJRE11KTgrSeW1f1Tc/gtHvn9Oed2R5/XXX8e8efPgcJgbN5522mlYs2YNfD6fftvGjRvR2dmJM888EwBw+umno729HVu3btWX8Xq9WLNmDc4444y4r/3Gjv245MH1uPTB9Xhtx/40/UVU7IzNQXwJdsQLHQRDtX8BwO1IfjM11ViXJMiQ9NqQRESlQjSWdhn2p6K5c0Apvn2inaZ+RIXC2FR0VeuKtD2vqOctuN2RM1ajNbC0enyhCZ0Phs4Vc9nsuK6+Uc9G98R5b+M14xPnztv3DWHZq6FkrFSb3gKhY4ZDjky6EjXWiYhyTeyi1BSaOBORPXkdWG9ra8PUqVMjbr/iiiswODiIH/zgB9i+fTvee+89fO9738PRRx+tl40566yzcNhhh+G73/0u3nvvPbS1teF73/sefD4frrjiiriv7RkIncTvG8zvej6UP4zn+SJD0vZjg/9LkgSn4WS9zJlCYN1wzu+QJS1jncdWIiox/uD+2OUwz+IBgEARDjZaBQPTGZAkyoYJE+sjAqyrg9nqdkUbZLK63e0us142RnC9GIjJjYm+t+lW39CIkRGtNFe0ALjIVgesg+/NU6eheeo0NIwpx5cXTAEA7B0cjVjOjmjBfb15qcXpucMhFeVgLREVDmNMAeC1P1E25G1gXVEU9PX16TXVjZqbm3H//fejs7MTF1xwAa644grMnTsXd999N2RZ+5OcTifuvfdezJgxA5dffjkWLVqEffv2Yfny5WhsjH+C7DUERbkzIruMXxV/INGMde1/CaFMSgBwpxBYN2bTyJIEWcqvjPXnNnnwx5e3Y2NXf65XhYiKmM8qYz24f0xwclHBynXQjCgRdfWNmDV7Dnq6u/RAaniA285gUbSM81iZ6IAWwPUEg7v1UYLzIru6UBnPO/OFoigYGhpEWXmF5f1ud5k+KGIVfL/1tttx6223AwBajp4MIJToIh63sGWxrXWJFtzXM9YtyoQ6JGasE1GOBXdBFpNqiArWhs78jhflbY11WZaxadOmqPcfddRReOCBB2I+x8SJE/GrX/0qqdf3GYKiCk+QyCbj1NS/revAgWEfFkwdh9NnT4z/2OD/kgRTxnoqpWCMJ/0OWQus50smTUBR8fPntkBRgS09g/jVoiNzvUpEVKREYMW4bxWB9WLMWCcqdMbAtzi3Cg9w/99tPwEQvXyJp7srbgDdyqrWFXC7y/THRgvEGkvUFCLjeWe+kCQJiqJgNJi5bmXW7Dm2yvCIgVRfQMGq1hWob9Dq5SdS7ubgsA/fXv0+Bkf9uP70Q3DS9PFxS8Hky3k2EZUmsQeS9Yx17pOo8N3xSnuuVyGmvM1YzzVjGY8SSWajNAg/bD39oQfLXt1h77GixrokmWusp1QKxhxEckj5MwMjoKr6ungTzO4nIkqE6HlhlbFeCkGQYi9lQcXJ091lmbksSnSMjgzHDJImWwM9fHaH1WvYzXrOZ6pFjfVcE4H1aMS+TJbluL0kRGKKN6AkNWOnrr4RO/YPYfu+IXgGvFjX3gsgNBgrW4xIOGUJKoCH13ck/HpEROkgaqrrNdaL/zSXSsCQN5DrVYiJgfUomLFOyRBflc8e0YCvnzIdgP2gsfHypswQ/ClPU411WdKamebLqLUxuz9eEyoiolT4LGusl05gPVopC6J8Vt+glYMJ19PdlXIZlmiB8a1bNmHrFm3GrCdGo8tcNvlMt3zKWJdlOeY5odiXGWcURKPN1Ey855H+Wg2NpnPmEb92Ph8rY33S2HIAwB9f2YHhPA8CEFFx0st8BXfuxX+WS8VOUdWkj+XZwsB6FF5/KBjKmB/ZJS4GPj23HouPbcLUcRV607z4j9X+lyQJ5x3ZiEXzJuErC5oxtyGyz4BdshxZCiZfAuvGWFYJxLWIKIf6R/0ASjdjnajYjIwMp1SKJVpgfN9eD/bt9QAAOnbvjPkc0ZqdFor8y1fXGtZKkhRz4GRhy2IcdfRxMQc+BJdDNiVL2SXq9xtPmUdtBNa/dcYszBhfCYCzMYkot8Q+iglsVOiMsdl8xcB6FOZSMNwZkT3hFykuh2w7aKOXggHQVFuBaz4xE189carlibtdplIwonlpngSRjAf5fAn2E1HxeWPHfty1ZjsAc8a6g7UniQpWeXm5rcB2KiVb4mXFu93upJ87H+Rj89LvLL0ZsizHHDRZ1LIED678p636+S6HBF9AhcfTZSsQL4jSMYpFYF3cZtm8VJYwdbxWvoiDtkSUC+H7dp7mUqEbZWC9cJlLweRwRaigGOukA1qtRZ/NL1Co0Uj61sdtCCK5HDJkCcjmLJo12/bhukfewy+e2xIxWs6MdSLKhh37hwAANWVOHDelVr+dGetEhSz+yZLXOxqzZEu8wHmsWt/FQNThzZdaMAtbFmNRy5KYAybGgRI7gyYiY72nuyvhmvseT5fp3HVw1I9tewfhGdCC/tESX5xysGkqjy1ElAN6TCG4j2KSKBW6QpgBxsC6hcff78ITG7v131XujMgmcf4tzrUdsmQ7aKNkIHXo88c04bNHNOCKj01DXbUbjizXWH/mw2580NWPZz7yYN+g+QLWuBr5kkVPRMVH7F6+9+nZGFvh0m8X++k8L9lHRBbslIGJFzgPf466hkZTULdYps+LsiYR8ixjXQyCuN1uuN1uy8C5caDETp17t0NGx8ERVJx2RcJ1+Xu6u0znzOt2H8SVK97B3a/sABArsC4GbfM/EEBExYvNS6lYfNjVn+tViIuBdQtvB7u+C8xmI7vCvypOWYKiJlZqQErjJc6h9dW48YxZuHD+FEjBUjB9I36serczba8RizFgFZ65Y3xPOJJORJkijuFyWFamCIq8seMADg75sr5e2ZZIGQSifJRKWRc76usbEyrvUlcgTYFFWZNwevnCfImsB4kBjnQ0iP303DoAgHP6fNs1+Y0DEbEuAceWOy1vdwZni+Z7ozUiKk6h8rKixnou14YoNZ0Hh/GjpzflejXiYmDdgtj3/OCsQ7XfuTMi28wBHJG14rcxOBOe7Z4J04J1H+99LXZDrnQxDkqFN48yviPpTOrp7hvBF//8Fi6453W8sfNA+p6YiAqSGMSTw3au7mB5LG9AwdJH38vFqmVVx+5duV4FopSkI9Aarry8AsuXL9d/93pHoSiKrexmOzW+81k+1lgHtAGOdA1aXHriNMycUAlJdgCIP4thVesKfSCirr5Rn7U8dVwFzjmsHj/6r7n4v4VH4PbPHYmPzRhv+RyJnPsTEWWKIxjpK5bZV1SaDgSTnzIZI0sHBtYtiJ2PyGZjYzOyK/wcWq/hayNrJRvn3zedPQeNNWVZq/to3HbCM3eUDDUvbds3hL2DXgyMBrCxqy9tz0tEhSkgjulhaZnlLgdu+a+5AIDtewezvl7ZZjdbkygfeIL1sBe2LNb71iTCbmB2ZGRYD6wvbFkMr9cLVVVLYntR860WjEE6By2csgRI2iVvvM/VmN1f39Con5t/5vAG/PcnZ+PUQybg2Cm1mDd5bMQsqNDraa/lL4CasERUfEKzkSTT70SFSAxSLzyyPsdrEhsD6xb0bu96YD2HK0MFSYyoJZa1Yl2uIJ1kScKEKnfWaprHzFjPUPPSgOGJeU1DRGI/IFuc8ZwycwKaxpbjo65+/OtDT3ZXjIii6gmWLlrUsgSy1cYbRzKBWWNGvJ2SMMVSXimdJQjzkUOWANkBRVFsN6TdukWbdh6aTWr/PRKlYJixTkS5oO+3gr9zV0SFTBxLnTZT1h955BFccMEFOPbYY3HGGWfgpptuwr59+6Iur6oq7r77bnzqU5/CkUceiU9+8pNYtmxZwuvJwHoMIruN02fILpF5LUaIncE5WH4bJ/LioJfpWpeyLEFFdmZimAPr0TPW07mNGV+Ts02ISImSsS5Mn1AJAPjF81vYU4Uoj2S6prpReJDc2MQ0mh5PYQfW87UUjKe7K62DFg5ZhuRwQpZl24M0+/ZqA62h83r7r+diKRgiyqlQUEECY1lU2MTsLzuB9T//+c+4+eabccEFF2D16tX40Y9+hDVr1uDaa6+Nuh38/ve/x+9//3tcc801eOqpp3Dttdfi97//fcLBdQbWLShhpWDYe4bs0qdeBf9PqMa6/tjMXuKI4FI2stYDplIwsTLW07cufsMGyyAZEYl9nSPKCdnNZ8/BuEpXwo2miSgzRPNIkUE+YWJmp/92dnaaArkiOSKZEjSFJLx5aTYHMmK58urrUioFY2w+CoTqDMsOZ9yM9fCAvt6jI4HvgjjWsHkpEeWCcdBUklgKhgqbP851nKCqKu677z4sXLgQl112GaZNm4ZPfOIT+OY3v4m3334bmzZFNkAdHh7Gfffdh0suuQQLFy5Ec3MzFi5ciK985StYtmwZRkftlwVkYN2C2BmJoChH+cguNTRADCD0HfrRU5siai12HhzGZs+AHvxVk8iKSYZI1slGzDl2KRhjZnn6XtM4iMHAOhEF4gRG3E4ZR02p1ZblPoMo55bddaepFvas2XMilrGTUW7Xnj17TL8bs5rzudzLTUtvTOnx4Zc3mWgOm4xFLUtSCvIb66QDoZrnjdc8hCk3PoI3duyP+tgej5Yt7/f74enuMpSCsf/6rmAk/0dPfYTeYV9iK09ElCLjoKksSYxlUUGzWwpGkiQ8/vjj+P73v2+6vaGhAQAwOBjZT2vdunUYGhrCaaedZrr9E5/4BPr7+7Fu3Trb68nAuoXwjHVmsJFdalgpmCMmjQEAfNjdj/beYX253b3DuHj5Oly18l2sXN8RfGx21lFkrAey8ILGGNXWvYPmYLppuTSWgjHWWOe2S1TyRIJirPOxYElcHu+J8kB9Q2PUwLkIdLvdbni93qjPYScwG+013O4y1NU3QpbltDbRTLenn/hHis9gPmfNJ+kM8ouLccnphuR044OufsvlRKZ7fUMjJEnClVdfF1Hi0Y5ZE6sAAEO+AN7tOJjKqhMRpUQCa6xTYRPVCOyUgqmtrUVNTY3ptueffx6VlZU49NBDI5bfvn07AGDq1Kmm28XvbW1ttteTgfUY2LyUEhVer/K8IxvRcvQkAIDXHwol7xv0RvwsvmaJZMUkQ2RtZiMz0/gaf3p9F97YeUD/PVMZ6wHDNN9sNWklovwVPlhuxRHMaGTDY6L81uPpQl19I+rqG01Z7eHsBGajNSh1u93B4L47ZoC+Lg+C7uFlTxIRfs6aynPls/B9/5A3YLlceKb7opYlSWWsL5g2Dt/8+AwAnAVFRNln3Ovk48ApkR3b9g7igbfasWab1njU4Uj8OV544QWsXLkSX//61yMC7gAwMDAAAKiqqjLdXl1dbbrfDgbWLYhzIL0WNTPYyCYFouRA6DZ3cEqoN0rtb394KZhM11jP4kyMgKJCloDZddrOaqMhS8h4rZGxGuvcdolKntjfxqqR65SzN5MnV9JZOoMokzyerqjZ6HUNjagP/otXLzta4DweETB3u8tiBujr63MfWA8PBicivMZ6Ks+Vz8ID6wOjftuPDSSRsQ6Ezv0ZWCeirNNjCtr+nbEsKkR/eHk7/vzGLqxp0wLrzgSPw0899RSuu+46nHfeefj617+eiVU0YWDdghqW3cZ9EdkVqrEe2vDdThFYD10AWtUBD7/AyRRHNjPWVRW1FS789ydnAwAeXLsbf3t7N4DwjPUMlYJh9ikRAG17e3BtO375/BZ8sKcv16uTVfFqrAOAw5G9/WKm3bT0Rsu60MkGGYmyraN9V9RsdGMwO17d2GQHk/IhYG6XxxO/Bny0ZQp/b2dPeGD92U09pkQPY6Z++PdOz1hP8jWLebCWiPJTKKYgsXkpFazw2WXxmpcaLV++HN/61rfwxS9+ET//+c+jDo6LLPbwzHTx+5gxY2y/JgPrFsTOhydFlKjwabWAIbBuKAVjnbEefGwRNS9VFBUOWcL08ZU4ZeZ4AMDWnoGI10/nJsbmpUSRuvtH8afXd+HpDz16X4dSoc9Ci1UKpohmqL299g1cefV1ptsWtixGXUNj0ZZ6oOLi9Y7GHQhKpbllLIU0s2NoaBA9NpqrRl0mSzMlc82qLuu9r+7QfzZm6nu9XtNAhDgmyAnWadSvIXkeSkRZZoxHyJCYJEoFKfz46XTYOw7/7W9/w09/+lN861vfws0332xqSB9u5syZAIBdu3aZbhe112fNmmV7fRlYtxBej5U7I7LLOEIshErBWAfWRU3w8ManmZLtjHWHJMEhS/jWGbOCr6vdZ9yu0jl4Zfy7iiFIRpQqVVXxpqG/wai/tKZyiH1CrPMxZxEFQXq6uyLKVyxqWYL6+saiLfVAxSdegDudzS0B6KVnmqZMjbNk/vD5fCk9PlszJXPNYfgDHW89CADotygHs3XLJiiKYhqISDbppZgGa4vBkNePx97vwtMbu+HjdFYqcvpeR9L2Xf2j/rgzvIjyjT88sG7jQPzaa6/hxz/+MZYuXYqvfe1rcZefP38+ampq8MILL5huf+6551BbW4tjjjnG9voysG5B7Hd4UkSJCgXHQ7cZA+vPfOjBt1ZtwN2GTBl/eCmYDK+jnOUa62KASg/oqyr6RnwY9oWm96Q1Yz1KLXuiUvXmzgO44z+hrubeEruotJNxWArZhVblYYhII0qAGGd75ENzUivpmnmiGILGxTybxZixPr5cxoQqt+kcVBgdGdYz21wuFwBAFb2TEjw7Dx1TklplSrNnN/XgNy9uwy9f2Iq3dvXmenWIMsuYsS5J8PSP4panPsrpKhElSgyCHjtlLE6aPg6H1lXFXF5VVfzkJz/Bsccei3PPPRc9PT2mf4ODg+ju7sY555yDJ598EoBWJvPqq6/G8uXLsXr1anR0dODRRx/FihUrcN111+nnAnY4k/9Ti1do2rj5d6J4xFfFOGIlSsHc88oOOBwyPP3m+o2B8FIwGV7HbA4Yac1Lg4H14Jvy6vb9WHTvm6bllDRtZIqqYuvewdDrc1CMCD0DwUzMseXoODgCX6C0tgs9sB6reamj+AfSezxdqM/TQCFRuGwEtcvKKzA6Mmy6bVHLEn1mR77WWl/dujKhjP1ojWDFWauE4m1cCgC1laEL43POPA0v+hzoG/HhpqU3Yv6CEy0fU1mpXcAryWasl8BgbSExNqwd8tpvXktUiMSAoCRJuPiEZty1Zju29gzGeRRRfgkoKiZWufF/C48EAOzd2xNz+c7OTmzbtg0AcOqpp0bcf80112DRokXYvn07Dh48qN9+2WWXQZZl/O53v0NXVxcmT56M733ve7jooosSWl8G1i2p+ggfEL85EpGgWswZra/WpjPvG7KeshvKWM9OKRhRZirTJ/s9A6M4OOLHuEqtTqozRn2rdCX0rFzfgVe379d/3zfoxX+27sXkseWYXVedplchKixiH3PpSVPxi+e2ltw0aL0UTIyMdVlidiFRPokW1N66ZRNmzZ4DIP75UrzgfH9fr63nyVd21ztaI9hQQkdh/v12XXT8FDxz/29w649/gtl1p+DNle+ivXcYz2/Zj7fX3hlzAEUkfsQamLUiDjcMrOcHYwm88PICRMXGOAu+5ejJ+Md7eyxn6RDlM7+iWvZIiaapqQmbNm2Ku5zVMpdccgkuueSSRFYvAkvBWFBULS4qTljbe4eLOouN0kd8TYz7gGOmjMX1p82M+piIjPUMX9+ESrJk9nW++fB7AICyYMZ+rKBWujLW9wYzc0+YNg4A8FH3AH789CZc+/B7GPXzhIJKkz/Yx8Epy3A5pJLKWN91YAgvt2mDbbHOzZxsVk6Uc6IciaJEH+Hat9ej/xyrIRUQP+Pc7S6D212G0dH4zVLzUby/X4j2fhrr8BYj8X0qczpQfnCnnmAxaWw5AKDi9CvQ0dFpalbqdpeZMvzFO5dg79JQxjqPKXnBGFjnYAeVGrdDLrkykFT4/IaSwoWAgXULqqpCkiS4gh/kR90D+MPL23O8VlQIoh2y5tRHz5YOD6xnev8hZ2l66v5B7cLk2k9ogwqx/i4V6ZkZIp7iqyc0m273KSpGfDyhoNIkAulOWYLLIZdUxvofX94BAHDJEsqdjqjLOYIBqmK+4M7XetFEgBYEFeVIVFXFwpbFWX19Y7NUT3eX7Z4EVrXJjbdlona5p7sLNy29EYB5u462LlHPr7JUgjBXopW3+Z9PzUZthQuSJGPU50NH+079vXO73aYMf9VGKTEr7NOVX4xBxWI+zhMBkb3L3E4ZXj+/91RY/IoCl6NwwtWFs6ZZpEJ7Y8ZXuXHR8VMAAB29IzldJyoQUU7AK93RAzpiSqKSpfal2TjZV1StsM28yWNwWGMNAG0GSKzg+t2v7Ej9dRG95ANPpKlUie++yyHB7ZBKKrAu6qrec+Exer8LK6GeKtnbTwz7Ahj2Zm8mTb7WiyYCIoOgidQQT7f6hkZTE9NYrIK3xtsyUbu8vqER7bt2wu0uM23X8dYlnH7WWayRdUAfgDByO2Q94SVUZV4TPgDJGuvFwcuMdSpBYr/lCmass7wxFZJES8HkGgPrFlQ1VAbmKwu0zNcRlpEgG5Qo2T+V7ujtDPyKClVV0RZsupnxjPXgd/uFzXszdoAVgwXhO8NYddYffqcz9fpvovGwJGHquArLdSIqFW/uPIA/v74T63b3AtAu9F0OGZ4BLwZLpHnXiF9BhUtG87jKmMtlO2P9gz19OO/u1/HZZa/j7fbetD539EaFsJ2FS5RLuah5Ht7YN12BfWOZkViSyWx3u92mbXrDe+stnyfa+ynOAYu5xvo/Vz1sebt+eirJGBkZjtqwVn+PEs1YZ2A9r7DGOpWS8H2726n97+N3nwpIIMBSMAVPUVV9hM/pkOGQJdNIN1E00bJ/aitcOHJSDarLIjPXN3b1Y/lb7Vi5vhMAMj7lZUy5FuRfub4DWzLUITwQsM4ct/rTLjyuCcdOGQsg9XIwIttUliXcs+QYPHr5Cfj0nDptnThKTyXmtmc344G1u/FuRx8Abd9S7tL2Qd/4+7u5XLWsGfEFUBajBIyQ7Rrr7b3D+vGi/cBwWp87WqNCAOixGeQjyjZjANpu7fB0MgbW01mGpsfmYNbq1pVJBdeN23R/30HLDPVo72d4jXW7gwCFJNr+UJRFlCRZP/ess5jVI+JQSddYZyAr557e2I1/b9mr/87AOhW78HiEO3gBzngWFYpRfwA+ZqwXPhXmwGi5U8ZIge6IRv0BvNK2D+t393L6TxZEy2xxyBLuaJmHf3ztJFw4f0rE4+5/sx0AMG18BU6eMT6j69hyzGRMH69lb2YqazVaxrrVqKMkSXqD01TPdY116p0OGWMrXPpr+qM0bAwoKrr6RjDsDeCfG/bgwbXt6BmIHpgiKhSDYWVGnLKEK0+eDgDYc3CkJI4Jo8GM9XjEfuLGR99Hd1/mS78Zgy0MvBBpAWhj7XA7jHXRkxWeqQ6knq1uzCKPNdAV/phkysbE651gJ1guzszsDgIUiq1bNkW9TxZ/dXDQYeuWTfp3wdjsVUmyxrpYnkkduff8lh7T76x7T8UuosZ6MLB++UPrGVynvKSqKoZ9AaiqioCi4uLl6wBkPuE0nQpnTbNIVQ0nXBANHwpzJ7T6vT34f09+hO+s/gCbPAO5Xp2iF60UjNEJ02oxY3wlDmuoxm8/P89031dPmIrqsuhlY9KhwuXAabMmAEg9kB2NP3hREl76xaoUjCyFLkBSPddV9GqZoU8gXibqz5/bgi/d/zYO+39P4zcvtuFPr+/Co+92prYiRDkWUNSIrCynLOH4qbU4dspYqCj+rK0hrx97B722MtbPnFuv/9y2byiTqwXAfGGfzcBLrDIxRLnW4+nC00/8w/byTc1TU35Nq8B6qkQW+arWFba3uR5Pl+2McY8n1Fw1Xu+E8GC5P6Bg/5AX+we9enmMwskHS0y0GTqrWldgT6eW0CIyqfbt9QAAmqdOMy2rJpuxHly+hFqa5C0xeP3z8w8HED3RhqjYiPHAMw/VZm/vHfRi7yDPAyn//L8nP8Jn734dS/+5EYNeP/YFv6cXzm/K8ZrZl9kIXoEyloIBtIz1joMjaD8wjOawus35rn8klJEsmrhR5sXKbJk3eSzu/dKx+u/11W54BrSdR7amu4QC2ZmtsR4+yOiw+PMkSdK3t1SzSMTDjW9/vOm4u3sjyzAMZbGhIFEmjFr0BXEGN0h9SmigsLqtJ0JVVVz+0HoA2mBiPEc31+KqU6fjDy/vsJ1B/lF3P57f3IOp4ypw3pGTElo/Y7Alm9lzdrNniXJlaGjQdimYK6+K3WA0nSVdookVDF92150JPVdPdxdWta6ImzHf0b4LgFZjXYhWRsbrHTVl9l/zyHsRZQBzUdM+G6Kd465uXYnOqZ8EphwDSZJNf3/7rp3692/HviH8+Q3tvU62xnrru504cfo4zG+uTeIvoHQQh3RxvlPsSQVEeimY4P8fP2QCzjmsHk9/6CmJ2apUeLb2aAnAH3b364P+Z86eiOOnjsvlaiWkOK+oU6Q1Lw39XhPMIP7Wqg05WqPkGRMleB6ROW/s2I+H1u7G1mAD0kTOv52GwJYzS0EusX6ZStpQ9MC6+e+xKgUjS6EZIqmujlVmkVMvBWOdNuSzuJ0n3VToRi1mWblk0cRIjrpMsVBU6AOWl55kL6vVkWCd9Qfeasej7+7Bb15sS3jg2vgaLAVDFOL3+zFt+iG2lo0XgE61pIudwLxV+RSvdxSrWldg545ttl/L6x3F0NCgrXIwIyPD8HpHTTXBV7euhKqqEQ2KvV6vKQC/fd8QasqcqK9JvYxOIRsZDs5MkmSUl2tJU2KQRAxEPLc5VEJk0pjE3q/GMeV6UOvfYaVIKLsURYWE7PdSIcoVq8bUoSS2XKwRUWwiJjXiVzDi065Py2yU8swnhbW2WaJCNe2IvvPJ2QCA/UO+grsAVgzry5pymRFQVPzwyY9w3+s74enXsgETCqwbosDZzlhX0vR9frltH/6+bjc6gtnf0WusR+5y0pmxrljUuA8Fy6wfYxVEtwq2ExWS8PJlEypdGF+lBVdETwNfUQfWte362CljbWcKxuvHEM5rWC7WPqO7bwS/eXEb7lqzHcPB2TAB07HZ1svZlo6600S5oqpqRHmWbGSeW0k2MO/1erHsrjvh8/lM9bpjcbvLbC8rgibh75MkSTFL26iqViJs2vhKzG8ea3icrZctSFH3h2rwvZZkfeBBDJKI38V+/fZFR2Ly2MRmLFeXOfHXi48DwHIwuaaoKmRZSvgYT1TwDPv2UBIbv/+Uf8R5TUBR9R6A5TZKeeYTBtYtqKo54/WQiVU4cZo2DWHEYnp9PjNesBfYmEDBCKgqfGFvbiLXKMZSDNkKrDtEYD0Ngy39I3788MmPsOzVnbjntZ0AogfWF0ytRYVLxqF1Vaguc8DlkHBoXZW+vaW6OuLhxh2bCOa/sLkHq97txN6wxqQ+ixNsL0+6qYCpqopHgn0Czj28AU9942P42yUL9JIoohTMaBFf7YvAtSOBiJE+u8XmwdIYHI+173pucw8ee78Lre924p2OgxGPTdcAp9A0JfW600S5FB5ITzXzPBdEtnqi0+5tNRuVJFPAOFoZmPDbxb7N7ZBM555FHFc3ZesbKYHQLKOycuugudhPV7iTu7hP57k2JS+gqHBIkn6Mf2vXAYz4Cut6nihVehJb8Z76UwEzXgodHPYBCCWCFQrWWLeg1Vg3n2aKk6ohbwBV7sJ524yjkqyplRnhsxgaaspsNcsTcpKxHtxPpSOeM2Q4ORW1yfUa62FF1a8//RBcf3rkFO9nN/UE1yfVGuuRRdbFe7rqvT0AgF29w7j+tNA6BCzOMJixToVs295BPPqu9n2fWO3WS78I4kTlobW78d+fnG1ZoqnQiX2JnMDfJpor+21edZjKucTYdw37Qs/nDe5bMtm8NBPNGImyYWhIK6dXiIF0AKb66D6fL6nzbqvSMuFkWTYFjFe3roSnuyuiNn14WRmRqet0yHAZli3mjPVoAsHAuuRwYNbsOXrzUqNoSSJ2yXF6/FB2KKp23VMZvJbfdWAY97+5C984dUbW1mHI68dLW/ehzCXjE4dMxPt7+vDIO52ory7DNz8xI2ZvLqJE6ZfDhtvE/ogDfZSPjN/LXzy/FUDhBdYLa22zJLzGOgBUBjP9Puzqz8EaJc8YH+B+NDPEjuDEaePw6OUn4P4vH5dQoCoXgXUpjVk0xiC0qGMeSPBiJG0Z6xY11sM/i8GwWsjhsw0A6yx2okIhArlHNNbgwvlTIu6fWK0FZJ7d1IOPuvPrmDZk6ASfCsViXxCPM8EgiN2MdWNZHvGYTGasExUqn8+X61VImNcb2l+FB7K1Unf2dkLnnHuBreVuWnqjZcmY+oZG1NSMiaixblzWF/zZKUtwmxIfiiuoF/4eWFJCpWC0XxX9sV7vKOoaGvVB1qQD6zHOtd/aeQCf/9ObuHj52+gZYFPpTAqoWsb65LEVuHhBMwDg4HBifVFS9Y8NXfjlC1tx6zOb8V7nQTzxQTde3b4fqzfsQVcfP39KL715qWUpGKL8YzxM9gYz1ieNKc/R2iSHgXULKiLfmDHlWpb6j57ehF0HhrK+TslSkLmsONKIc3NZAsZWuEzTa+1wGi5ustW8NJ3TU42BdZ+iYv+QF1etfBeA/YsRceGZ6qwKsSbGVw1fh/AyL1a1FqM1OiUqBCIYcGzzWMv90ReOacIJwfJm+dTA9MCQFwvvfROL//wWVqzbndJzicB1IllgjpQC69EfY9pHBvc35mx326tIVLSGhuyfW6ez5rqnuwuKomDh55J7Tq83dlDMbmD91ttuj3qfsaRL+66dema6eB9E+Zi6hkb0GErJiL9NNFMV5zsui1IwdkrQFIqesL8lvCSOp7tLv4qXZC1xyli3/vxFi1Ff36i/X1b9geyIdUx5p+MgDgz50HlwBG37Cue6shApqqqfC5x9WL1+W7as3XUA9wZLZQLAsC9gen1mEFO6iYoF1s1L+X2j/CO+l2fMnohPz6nDsiXH4FNz6nK8VolhYN2CalEKZuG8SfquSYyiFALjvpP70cwQO4JkyykYp+Nmr3mp9n866qwZs7v9AQWbugf030+cNt7Wc4i/OtXVERdGxmCaqCsthJd58Vm8CayxToVMfMWdUYIBDlnCkZNqgsvmz3d976BXX5+O3pGUnkvfLycRWPcrKjZ29eO2Zzfjz6/vjHoRYjc47jXO6lHErB7D8+TRZ0CUKz6f/Zkq6SwV4+nugqqqWPT55J4zPHt8VesK023h5VmSEZ4JL+qrL2pZAk93l14+5sqrrjMtV9/QGCwbU4bVrSv1GXpOWTYH1iV7JWgKjbiWC3//ejxdUIPNS4311evqtTJat952Oxa2LE549mU4/VzbYhc/ajGTiTIjoKj68V1867P5jv/p9V2m3xXVPBjPUq2UdnrKeuim0LU/v2+UfxRVxSETq3DT2XOw9NOH4pCJVbYTE/IFA+sWFItSMHXVZfjS8dqU+kI6/nFEPPOSyYw0MmWsZy2wnqGM9YCqDzx958xZOGbK2ITWJ+WM9cgS6/jkoXW48uRpuOJj0wCYg1yAlrE+a2IV/nLpAvzmc0eizCnjw+5+tL7TmdK6EOWK6BsQK6gstjm7jTqzwbj5p7pv0kvBJHCWY2xeunJdB57d1IMH1u7Gj5/ehIHRyGnjdjPWjaVg/FalYLJ0bE5nli9RJrhc1o0mjYxNO1MlAqmpCN/2V7eujLgtWnPReKI9zu126yVojNnZVgMOxsC+mI2nZaxHHh/S8X7kk5iDGsHAussV+j7VNzTq+8lFLUtSrrEeK2N92NCfiIGuzFLUUFAxXTNk7Xp6Yzc2eQZQ5pRx6YnBxuKqebCFHz+lm0VcPfTdz/raEMVnVYq70DCwbkGF9dRNcVMhxacZWM88kbWYSJM8I1PGepZKwYQamKT+XMZA9fb9Q/i/F7SGE2MrXLafQ4qR1ZMIcaJs3H5ryp344nFT8MXjmgCYM+xVVYVfUVHhcuD0OfWY1zQWxwYHA/6xYU9qK0OUI3aCAfoFfx4dF9J5jFIsZq/EY6yx3jcSmpm2Zts+/Gfr3ojl7QbHzRnruQusF2pDSCp+IoBcWVkZd1lj085UiUa/6cqKErW9VVU1Be7CM6atWNVOX926EqtaV0SUaalraIxagqYuRvNin+HYYM5Yl+KWtClknu6uyIHFYGB93ERtqrn4Dhj3k2J/neyM1FhJLCPGjPU8Og4XI0UJlYJJ1/WGHcPegH5NdNL0cfoMWkVVOaOcMsqyeamUvmt/onRT1MRmGecjBtYtqKpq+caEmj4Uzh6JB+7MEwcoi+QfWz57ZCNOnDYOC4+ahPrq9F0wxiK+3+kI6FiVTSlzyjisodr++qQpg8RqhN74Gk5Z0jPsA4qKK/72DgDzrIGffvZwNNSURWS2ExUKEbR1xNgpJdqoMxvSmcElMgCTqbHuV1T0jfpR6XLgspO0DDOrEnDm4Lj1c272DODltv3676/v2I8/v7ET73QctHweolJkDDzbCXInmwEezaRJk5J6XHiwVmSPG5uWut1ltpppPv3EPyxvX926MqJMS3jJF2MD1foYWeebPVqpPpdDxuGNNZhQ5cbEKjcOrauC212mDzQUm47dOyMHFoODGOPHT8TClsWW2e16KZgkT/BjDWCPGjLWeQzILEVV9YSidF1v2NE34oMKYOq4Ciz91KH6xYkKcw80Jr5ROj20drd+jmk8norxQZYeonykqCoz1ouRVSkYILuj3OnCqWaZl0xmpNHxU2vxs/MOx7WnzcxaLalQxnpqXwp/QMHzm3oibr/3wmMxrtL+IEH6Mta1/6N9Fm6HrJdlGPIGsGO/1jDq3CMaIpbzZanOujegoG3vIAa9kaUmiJKhZ9nF2J8k2qgzG9JZczSg7wvsP0YMNix/qx3b9w2hptyJ+c21AIC+kcjt086MsGWv7jD9vq79IB54aze27R00PNb+OhIVu3g1yesaGrHsrjvT+pqHH354Uo+zmgWydcsm1IwZq2etNzVPjWimGU4MFFj97Vu3bNJ/vmnpjZav6/WOxiz1VNfQCF/FePz8uS0AgHKXA4fWV2PlpQvw90sXYFad/USIQiCy72VZhtc7Cq/XGzEYowQz1lVJwqKWJZgwsT7ieVIuBSNZH2ef3NiN13Yc0H/Pp+NwMQooqv5ZZPNavi9YQm5+cy3cTtkUdDElvmV+VaiEvLJ9HwCtFKpx1yUxY53ymKKqpma7hYiBdSsWzUsBY122bK9Q8lgKJvMCKU4VzYVQQ6XUvhOvbt+P5zdHBtZrypwJrk96ti3x90SLJ7ocEtr2DWGzZ0BvWvrxQybgzEPNXafdTtlUFzmTbnnyI3xtxTv4+op3svJ6VPzsNFyLdsGfSwHT8Sq150qmqXR5WKPjhUdNQnVwX/bIO514IWxfZ3zvtu4dxFs7D5jq5gKhOrr/86nZcdeVqJTZTSyor2+MG6jOpvD13rfXg6PmHQtZliFJEurrG00Z5VaMAwWilIsIBO/b69Hve/qJf0SUhRFilXqqr2+E4tKadDpkCYvmJZehXyhEIL2ysgqA1mA2ohyPIvbV2uc3a/aciOcRzaajNQKPx9i8dP+QFz988kP84PGN+MOa7abl8uk4XIwChhrr6breiKfz4DC+8fd3AYSuiUKBTZXX55QxvoCKcpeM7591qGXGOr9vlI9UFchSReSMKfDVzwwF1qUkxG2FNIVG5YE741LNWM8FWQ+qpfY8ojzCyTPGY9r4iuBzA1VljlgPiyCl6WCv15SL8lHUVmp13299ZlPM4KPLIWWtFIynX8us6uor3vqmlF12Auv5WArGvPmntl7J7Jdn1VXh2k/MxFdPaMZDX5mPxcc1oaGmDE1jywEAL4bVWTe+d7c9uwVLH9uIP7++07SMP6CiwiWjcUz0hov59BkQ5YrILg6vM57vjFnmxgC6CKwvbFmMkZHhmM9hHCgQpVxEINj4fni9oxFlYcQyIhAfXnYm1OxV2xdeeFwTJlRZzygspgbH/3fbT1BWXqH//cb3pa6hMXR9JFlfCv993W6829EHILGZT0aSJEGWtH382+29eLltP17fcQBDvgBqK1xYGhxwZY31zFJUVR9kFx+lkuE88a09oVlpJ00fp722oVcbS7VSpvgCiql/mxCr5wNRLqmqGrXHZSFhYD3M719px4EhX8xSMIW0O1J44M44cc1TQAnr+glmqoNEIz7tjz/nsHpc8bHp+NScOlzziZkJDzKE+hekRjxejjKV6NZzDwMADHoDeqkXq+Cj2yHDr6hRA15dfSN4a+cBHLSou5wocUGlorAG7Sh/2Wm4Zqwnni+UNGasJzOTSJYkLJw3CV85YSoaxmjBdJdDxu+/cLS2TmErZVUtqnfYXDLGpyhwynLMjMd0XuTctPTGmPWcQ0E2ovzjdpfFLQWTz8ID6LIsY1HLkpSO7aqq6qVNvF5vRPa7CBKLQHx4Nr9o9qqK86IYu8RianA8OjKMWbPnoK5ee38iBi+CJ++nnnYmAC3w3jx1mr7M85u1gdSPz5yQ0sW+Q5KgqCpGwmYzlTvlvCzJVowUNbJ5aaZPt8W5/bWfmIk5DTXaayP02sxYp0zxBVS4LfpCyFn67hMlShwCC/fsT1Po6592r+/Umj2cObsu4r5sNjxJFx64M0+cPBVSKRg9YyPFr8SIX7tQKHc5cPKM8fjepw/FBUclPsU4fRnrsUvBTB5bgWnjKxBQVATEFF+Lkw93cC6SL0rW+tUr38XSxzbiZ//anNL6AubAZj4FOalwJRJYz6dMOfNAcKoZ69r/6dgtizhf+OZpFQwJfz/9ARVOh4SGmjL9Pb/y5GlYtuQY/GGxFrB/Zft+9FvUcE9G+66duPLq66LeL4JsRPnKqtZ1oYi137LTcDV8+3x77RtQVRUjIyPGVwEQep/q6xsjAr+xXita4kGxqm+IfH802vt4yifO0Je79bbb9Xt9AQVjyp245TNzU3p9WZYQUFQM+8znkxUuBwPrWaIooXOebF3LWw3u6yVloTJjnTLGF1DgsqipwRrrlK/E/lguoFiaFQbWLcycUImvnjg16v2FtENi89LMEydPBVUKJk5QbWDUj39v6cH63b0xn0dcKFS4Eiv9ErE+aRpFDwXTYteWDiiqHny0mi7ndmq3rWnbF3Gfqqo4GAyC7R+KXTfVDuMFFS+uKB3Edh2zxnoeXtCbS5el9lzp3C+LQFT4wJ/Vexee1e5XVLhkCROq3Fh9xQl4+NIF+OJxU3DIxCpMDpaYGfEp+P2atpTXUyimrFMqPVa1rguVMVAeUePbcnnzjJLRkWGtnIjpPMVcE3xhy+KILH/L1wrL2A1XFyxBUwwURdGz/K3eHwCQgoH1aOed0YJTidIy1hGZse6SQ71OGFnNqICq6tcZ2WpeKvJyTIH14P+qai5Fw8Q3Sqdo+67QtTa/b5RfxLBzAYXSLDGwbiHalD99h5TFdUmVcefJHanZZs8A3rBoNpeoQq6xHu1k7sG1u3HrM5vxndUfoKPXujbolp4BrFzfAUCb0poKKU113+JlrAPaSW5AVfVSMFZZvWMrtEZDtz27Bd19I6ZsUuPJuM+qFkSCAsxYpzTqGRjFsld2ACi8UjDGzSnVtUrnftkqY/1n/9qMIYtjR2TGugJn8AKn0u3EeENt4+oyJ773aa3Gbl+aMtaJCl0h1/lWVdVUE71pyrQYS0c659wLLG9XFAU3Lb3RFDAWwgfSwkvFnHPuBcH3NPa+sL6heALrsizrgxSLWpbo9fuFhS2L9Yi6OFaEf++8UcopJL4u2nneiD8yY13OwwHuYnPXmjaM+hX9XCBdpSfj0WczG85BjCVl1TSe7xAZ+QIqXBb7LilKkghRromkpEKfUcfAehhVjX7qKXZIhRSgZsa6tT19I7hq5bv4/mMb8Zc3dqX0XOJ9LaROxuJ4G61HWP9oqHb4wKh1wOeRdzr1nydWp1ZeIN0Z67F2y87gtFxxIWN18nHlydNRW6E1Ov3SX9/GwnvfwJ+CTQnNgfDUm6wZA3HG5z4w5MVda9rwh5e3p61MBBW/Zz/q0YPlddXR62nnZ/PS9A0Ep3O/bDUQ+fzmHuvXDXs/fYoac+bAKTMnRDx3JtUVUfCMik9dfWNWZ1ykO4gfnl2eaLDaWIpEcLm0c5G333rDtF+Mtu7hgfdbb7vd9J4WUhJIulRWVuH8RaH3a1HLEqjB87cfPP4hDgx5I7536cpYlyUJO/YP4e/rtESUY6eMxfHNtbhg3iTDzLGUX4YsBBQVre/uAQAc3TQGgLHGerZKwYRu00vBsMY6ZVDUjPUoZQ2Jck3sAlkKpsioQNSoXGE2L+WB24qx6eQj73Tinld3JP1cikVWQr4TJ3f9UYLmxpP8aAfgIa+WrXn/l4/DmHJXWtZHvJfb9w3idy+14W9v707o5FeFyFiPnakbUFT4ghdVDospwmPKXThrrrnPwvZ9QwDMgXBvGjLW/QHrwPrLbfvQ+u4ePPJOJ97YuT/l16HSIPoCfOfMWTi0vjrqcmJ/de9rO7HrwFBW1i2edDYvTWvGetj+SeyT5k0egy8fP8W0bPguwR+IHVjPeikAngZQnnK73VnPmk5HEN/tLjPVNJdlGZ7uroRqxXu9oxEBcY+nC5IkYdr0Q/Tmm8aMeOO6i+zsgKICFWPR3d0d+SJxSsEUs7qw+ukAUDGsDY76FRXv7+mPeEw6A+vCidPG4X/POxw/v+AInDpzAkvBZJg3eD60YGotvn7KDADG43lmX9uyxnrwf1VljXXKjI+6++FTVOvAuj5bg184yi+iNFahn54wsB5OVaN+qLJhpLlQ8MBtLfyE6sUte5N+Lr2WbwGNsolAz8r1HfjZvzahb8Rnut8Y4I02IOMNTmudWJV6MzyxIxKv9Mg7nVj13h7c+9pO7O4difawCPqIZ6xSMJJWWVOUcYkW9AqvGy/eE+N7E625aSKM72+0oH06Ss5QaRAnJ5PGlMdcbtLY0P3PbbLOvs62tDYvTWeN9bCarPrMGClyEC98BoBPiR2cCWXPpbyatvR4urLzQkQJ8Hi6TBnFseRbqRi3241ld92p/15ZWYX6hkZTrfhYg/3BJSLqq3e074Isy/pgg9c7alFvXdPUrPWF+taqDWi6+n7IZ1wdsUwpnUWEv5dXXhXZ0HlmtYJrPzETgPXsw2jlFBI1t0Eb4F4wtRY/O+9w0/FA/JhPM8eKiThHN77nWc9Yj1IKxjyjnJ8/pc4bUHB96wYAQE1ZZO+zbPUXIEqUOAQXUCjNEgPrYVTEGC3Rd0iFs0eKFrQrdeJ9WXJcE+prypBKeLS7X8syKqTptYc11uCM2RMBAM9v3oufPrPZdH/ARuboaPCE1Z1ifXXAkLEefDFjwDqRGvihgFf82tKjfu15o104RQusG7cpfwZrrBtLSvCii+yye3IypbYCt513OID8qbOerpqjvcM+fPefHwAITX1NhSRpheCUsH2ALEkR77Nx/7Bz/xB8cTLW5bB9H1Ep6unusiyDYiUfm/MaB6ysyi1ZBcPN1Ij66uEZ7CMjI5Bl60bx9cHGo1v3DgIAfBUTLJYK1pguoHPVZDVNmYqhodBMrGjfGbFvDj+XU1StwX06MtZvPfcwPPWNj+F/g8dbI3E+uvytdrTnycyxYiKSUozn+bnNWA/NfjOXvsvsulBp8PoV/XxeDBoaFWKCKJUG/bqqwCPrDKyHURGjeWl2VyUpA6N+3PPqDvzx5e3YP+QNywDM3XrlG2M2o4zkMxe29Azg589tARA9QJuPKlwO3HT2HPzk3MMAAPuHzM2u7GSsj/oCcDvkjGSEGq9xEskKV2PMOBHESe7NT3xk+j1cVZnT9LsYbEh3xnogSgCdg2KUDDWBk5Pq4Hc8X4K6ShouNFVVxer39ugX1Ic3jknHqkGWJUMpmOBtkhSx/xPbsD+g4OqV7wIAKt3WwTDtOYKPy4+PgCirjCVUioUIchuFZ1Bb3R8+sKAoChRF0TP0ZVlGTU1N1Ofq9nRjxCdGVp2RCwT3VR+8/268P6HgXXn1dfD7fXFnNzjDmnirqoqNXf14bbtWfi8d5/WSJMHtlC2vLRsMfVCe+MCifA+lRJSCcUfJWPcHFDzy9m5cdP9atNz3Jlau70jba4vzduPAuvG0jD3QKN3EOeopM8ejwWLWaihjnV84yi/iG8nmpUUm1r4mvA50Pnpr1wGsWNeBh9/pxH+27DWPiJfURNDY9G7tsgRJkpIOLHn0bHXgrLn262nmi5NnjMfYcmdExqqtwHpAQVkastUBQ0Of4HfU+Hl4EwheK2r8+qHhgfSjJlkH3k6eMR7nHdmIc49oAGDMWA8t41PUlKeT+qNlrBuelhnrZJfYWuycmohtIV+OaenoCfLwO51Y/lY7AOCXFxyBE6eNS8u6yTCWghEDs5H7G3GfN6BgJFgu6+qPz4j6vFIw6z1fPgOibFrduhKA1rS02BiDum534iXzysvLIcsyFrUs0RuYAsD5i75gufze/Qf0n9Uome0AsHFD8QfWF7Us0d+7WBwOc2D9zV29uPaR9/D/ntQSL6rcFgMUadQwphz/t/AIAImd65I9lqVggv8rANa29+I7D7+LPX2j6B324a2dByKfJElWGeuhme/ma/JMl6Wh0hAwJA1aCe8XRJQvRNyn0CfUZfaMoUBF+1CzXQs1GV5/aOWGfAFTpiuDcyEBQ7kEWULSpWDEyfg3Tp2BuurYGUn5yumQIzKvzVnUkY/595Ye7Nw/nJb66oBVDWNDYN2fyKejxs2gN57kLv3UbBwRJbBeW+HCDacfAgB4amO3/lmHb0cbOvswr2lsAusYoqjm4a6oGevcdskmPWPdxtmJni2dJ9fzxjK3yR5nOw9qPRlOnTkeRye5XVoxZqyL/6UYGetikz1p+jhMHVcZ+7kliRc6VNKy3bQ0U0SSwMKWxSmXrHG7y+D1arMJp804BB3tuwAgaskc56RQTXdV0gLrHlNPhQK/Yk2zhS2L9Wxisd/uHdL6DX38kAk4orEGp8y0KqmTXuMq3KZ1oMRt9gzgB49vhArgZ589XG/cblUKRk/kUVUMerWSkPMmj8F7nX1pnR1qFVgPZWOam5fmySkYFTixC4k20UYugDgWlSaWgilSsUpJFMIOyXhSMOJT2Lw0CsWQsS5LUtLvjThxilVDN9+5ZCmiOabxBN8qk+J3L20HAEweG7tBol2y4UQXMGdrexOokWArY92wQLkrelaX6TGyZFljHQBuXPV+QnXgjcIvpALRMta58ZJNxsaa8eRb9opizOBK8jlGgwNxXz9letQyT8nQssq1n8X/YmDWKLzJsb0BjuRnTRFRbnm9o3o9dFFLXQTVxf/JZuRPmKjNhKyvb4yZ9V4/4zBU/dd3QjfIDiiqip5uQ2BdCgX1rHhKrLHxopYlcAU/L9G8VBwLT5o+Dl84tilt57ixOMLK0VDiNnkGsH/IhwNDPnywp0+/3SpjHdCO26oaOk5/ak4dgPSWZNFnRls0L1XU8NJ3/OwpdUqcxJpCqLxApSlUCqawFfr6p10wDy3KvcEdUh6XVDEG5nYeGMJ7naETjHxe72wzHnykFKbhi4B0QQfWHXJkKZg4JRm8fgUuWcLPzz8iLesQ3qnc+D1OJGNdVeNnrBs/qwqXvV2gQ5Yiaqwf1xzKhk1XYP261vdwcFjLmGLzUkpGvBNrI5EZkC8DN+aM9eTWyRtsSuxOQ9M5I2NWeawa62JTFWvvsPU5ZK/GqlVjRaJcKYZgblPzNFPdc6u63ldefV3M54gWeJ81e47l7eG+dv339J+njqsAENkD5mBvr/ZDtH1rfhwGskoEtcW5vJ5lnMX56E6HOWuekhF67waCWehev4I/vrIDQGRgXZIkKKo5q9zYoDwdLEvBiLVVzZshP3pKh1jfOaAwEkSpNIVKwRRuPA1gYN1StM9Ujp3skReMJ2avtO033ffAW7vTWj+ukBlr5KYyDV9kuTjlwt2UnA4pdikYi7cmoKqYPqES7jTVWBfBqec29SCgqKbP49f/3oqegVFbz6Mg/mRn4wmH7Yx1KTJjvaGmDGfOnggguQuigKLi+kc3mNbJF1Cxbe+g6XWSfX4qTaGgb/xlHfqAVn58v1TTgF5yzyHqmtvdtu0yHidCpWAiBzD0/UQC9QIdkpS1wQ2rxopEuWLKqM4Rr3cUnZ2dST/+yqtCQXO3u8yyBEy8sjDxSuHEa8Ip9kktR0/Ws6xXrXrEtMzBvt6U1qEYhZeCMc5mzRYRxOd5XvKMh8+BUT8A4L3Og9gQTC6bNMZcqlOGVuPcGIg0lntLB8tSMIYTAmasU7rZzVj/27rdGPT6s7ZeRLEEFBW3v7gNgL1r13xWuNHADFHV+IG5fD73sbo4/9lnD9O/qOt292Z3hfKUotdY1zLWWQomVkmSyDfHr6hp/Zury7Qg2PObe7C2vde0jY34FTz7UU/c5/AFFHT0DsfdgB2mjPXES8GIt8ohSSlN4d0/5MXWHi2I/u0zZuHyk6YBCGWZGT+SfMkopsw6OOzTZywky1j/Ox69FEyeFPg0rkayzbbFDJd0DfoJshR6n/SLF0g4fmot5k0eg2OnaDNY9JktCdQLTGVwd1XriqQeR5SP4gWQM8HtLsPkyZOTfrwxaJ5Mk9JYxPsRLzCv19aVQ9m5jz/+OIaGhgxLlVa6oiijE4szrHlpIiW80sVpOI/sG/Fh2as7sOzVHegbSe1coJQYT8EfeacTre92YsSnHbAvOKoRnzm8wbS8FCwBGjAMpBjLvaXqjR378fA72mCd8bskGZIZWKqV0k3vHxfl9HdchdYEe+f+Yby0dV+W1ooots6Dw3hrVy8A4JCJVbldmRQxsB5GRayM9WAd6DxOWQ/PeDh5xnicOH087myZB4AHb8EY9HCklLEeDKxH6xRSAJwOWc+8F0ylYMK+U6qqZXk40pilf/bcBiyYWgsAGBjx65/HbecdDgB44oMufO+xjfjrm7uiPsfNT3yIYZ+i18yM5twjGnHqzPE4/6hGTB8fu6mgYAqsK6Hvjn5RlkAdeEEE0M+aW4+zD6vXmyuJQQ5zxnrCT08FZl17Lz5335v43H1vYl17b9LPk1DGehpLwXywpw/PfuTB/kFv0s9h3Ncku0qjfgUStAHDdDJms+nvsQxMG1+J2z93FP5v4ZGorXBFNC+1c2gwBu0Ttbp1ZXIPJMoDojmnkGrDz2Jj9/0wZiqKMlh7FnwDEy/5Hf729m4MewP6YGvhnq0m5jtLb467THhyRGiAIosZ64bj8Ctt+/H3dR34+7oOvBo265jsW7urF97gifOMCZURiQZysASosfRPOpuIv7RNC1pWuR1oqg3V6TdOfDeWZ82XWYNU2Kzq+hudNH0cvnhcEwBgJMkSpkTpJmIcn55Thy8c25TblUmRM9crkJ+iTaHR/s/n4584OC8+djKax1Xi+OZaAIZ1z9F65RvjyVQqGet+i6l+hcblCNUadIRNiwUiMziMmVHp4nbKOH3WRLwVPBkWAbajJo9BXbUbXf2j6OofxVs7D+ArJ0y1fI7OgyMAgKs/PiPmax3eWIMffeawhNbPadG81CFJUINB/GSm8IqmrO5g5E1kmYmLAdZYLy3tvcP6z50HR3Bcc3LPk1zGemrfryGvH9e1amWNzpg9ETedba8ucDgV0fc70ewf8uL+N3ZBkiTsH/Lig65+lDvltNfpkw3rFO09dshSxDJ2a93zwppK0cjIcPyFityq1hWWmfrhddfrGhox//gTLZ9DMWRaf+bwBjzxzDOobJoD17hJuPe1ndi5fyhu89JiY2dQQiRi/OvDbnzx2CZDxnpGV81ED+4HVAwZgl2+fJlKVgBEKZWbz56Dnz27GX0jPn32mlWyjbjuM5WCSWPG+mCwzvtfLjoOVe5QqEWcM6jhGevpeVkqcYoh8cuKJEk4vKEGAJslU/4QA0IV7vSW8MwFBtYtRLsOlkTz0jy+ABYnCcdOqcUJ08bleG3yV6iOonYhkmzGZnGUgtFOOu99bQeuPHk6JEM9cSDy+56puvKidIM3oOifR7nLgeUXz8eoX8H3H9uID7r6oaqqZdDMp6hoqCnDWXPjT/9NlEOS0NU/ilue+kgrNwPteyOqTYRn/NsRXrIidsZ6/u5zKD2MfQ5SOcaIr4qdXZJYJtVj2oihwXDfSPJ1G40zM+zWHH2lbT8e/6DbdFvLMcmXdYjGGPzW3+OwZRyyhD19I/jl81vwpflTtGXsBNaRvgt6okKxqnUFawtDm3Vy/0OPRtweXvO8vr4Rt952u+VzhGZhAsdMGYv+x3+OWfNPwHv9ZRh/9jU4MOSD3y/2zXzPheoy7TJ435APD729G2PKtd+zmSxjrPM+6gsdBDlT0T7xVkkSMLbciY+6B1Dl3gvAuiycyE43XsPJkpRSkoHXr+C///E+PANeePq1vlDhgSJjgp7xvCuf4wpUOJQ4GetA5CydbFm/uxf/3NCFptoKXH7S1IJvUknpo9r43hYKloKxEO1jLYTYabyO0Dx2a0LBJy1LIdWM9UIOrE8LlkNZub4Tf32zHc9t8qBtX6guZ/gJX7zvWLLE9GWvX0FACW1vLoeM6jKnXnYl2rmAL6Bk7HMQf+uabfv098Yhp1ZjXQRSRaa6+L9vxIcd+4cw6k9PoJUKg7HPQSrnu4lmSgPWDYoTYni8N4VogDHIZneVwhsw1VW7cVmwX0E6GaeJq3oQy/wenzW3DgDw6vb9oc/BxlkWM9apFC27606oqloUfQLqctz4U+w+xIWp2+3G1i2bMPzhiwC044Jf7Ju5q9E1j6vA1adqsxz7R30JHT/TxVgKZjQQyliPdkzY7BnAlSvewdUr38WevpGsrGPeC75VEoAptRUAgLeDJfXcFtNrrTPWU2si3nlwBO/v6deD6rIElIcF9fU5IypYY53Szs6Mm/CGzdny6Lt78NK2ffjb27uxN4WSkVR8xFexCOLqDKxbifq56tl92VqTxEWrrxX6LY9XPouM02alVGqsBzKTvZ1NV506HV9eoGVX/vWtdvzvs1tM94d/3zM1mOAyZKwrqhrxHdbLVkT5rPwBVQ9Op5vVIIJDijxBWdfei+tb38P//OMD/On1nTgwFP3kQQQg3Q5zxvofX9mByx9ab8rCZcZ68TNmrKdycZdQjfU425Tt1zT87EsysP5Rdz9+t2Z76DltrtNwWJ3ITA2uaYF17Wc9Oy5smUtPnIYZEyoRUFR9sMLWAEeSx6BiCEhS6apvaIQkSVh21525XpWU1QfLtoSXb7HD091la1uO1djVqjxVj6cLSjBL3XxM4fmE0ckzxwPQziFz3bzUmLEe7Zjwcts+bNs7iE2eAby/py8r65jvRBk5WZLw088ehpqy0IR8l0XGugQJClTTNbMjxQHu8KSCCpcjIis3VJZVNV1bcWCd0sFOjwirkq/ZYHw91ncnI/38pQg6wBRuNDCTojUvNbUdyU/iuB6+U9XrumV7hfJUwJCVkmzG+pDXj39v0aYaFnLzUkmScNHxzTj3iAb9tsaaMtxw+kwAkfWXM5exrj2fCKyHZ4PqzYOjZawrSsY+h8ljyyNuq6106RdEItv431v24v09/Vjb3osH1+7Gsx/1RH1OvRRMWMa6lXc6DqaUCUz5z2ucoZDCCW8iNdbFNpxqjXUjX5Lp72+HNWy1u0rDXvMJeqam8ItmZ4AhY93iPXbKEvyKqr+ndqY2JjsFnY1LqRj0eLpy+vr1DY24+OKL0/ZcierxdFluy56w9yVWzfDQQJ72f11DI2RZNpT7ApwuV3BpXgkYGQPbeqA1i1fHUvA6JKCoGDWWhLM45XtwbTseXLtb/9143lDK9MOnBFS6nVgwtVa/z21xXSCu+8JrrKcS3zYmFdRWuPCJWRMilhGBIxVhM/S4SVIa2JlxY9zfZZNx8GjYx/0WhWSid1+usMa6hWgjJpLhBDXfbOjsw/t7+rChU8teKORmmtmgl4KRtZNacZKTSM2vh97uQEewYWZVgTdccDtkXLygGU8Es6RPmj4eZU7tbwrPns1Uw1YRYN7dOwJFjcy4jVcP2h9Q4crQ9/7HnzkM3f2jmFDlws79wxjxB3B4Qw0eelu7wBHviQh+f/G4Jvx9XQcGfdb1pr0BRc9IdzvNzUut7DowjHte3YFvfnxm2v4myi9eUymYFDLWg//bOT8Rm0uqpWCMF4jJXuiL0ke/XnQklv5zo62M9Z6BUax6b4/ptkzNHjIGv8X1s9XhQg+sJ1KSR0pDOR6iAjU0NJjT1xeB9baO3pyuR7iebvsDDkpYpnV9fSO2b9sSvE0LIDqdwcA69zUmeqApoOrB7GzXenVIEjZ29WNjV79+m9XMtXc6DgIIHWdGGFjXGErBAEBdTZl+lzF7XRAzlY3JaKnMXgZC5/8XL2jGJSdOtVzGVGPdcHs+xhWo8NiZcZOrGuvGlxvxM2OdQtQEEsLyHQPrFqI2LzUcEPPNz57drNd1A6KXAcjHdc8FY4MPY0ZPIgnPoszH5SdNw/RgnfJCVlddhj996VjsH/LisIYarGnbByDyhC9TDVvLXVog/8XgLIDwwQqxw7U68VVVFX5FhTODpWBE1vqh9dX67SKIFwhejYmMlcMbta7r0YKMr7btx6vb9wMAxlZoF7vhtRiFT82pw3OberB/yJfqn0F5zKcYp4An/zwiwGLnBEUvr5TiCXY6SsGIwHqZU8uytLNG9722M+K9ytSsFVkGDo74cduzm/Gl47XSWVbBF4esNX82Dt7Gk8oUdE9Y8G3rlk1JPQ9Rtnk8XaioqITXOxp/4QKQbGkmrzeyZNyLW/ai/KQL8dj7e3DU5LGW55htewfR3juMoyaNsWxapyhKMGs9uH8J3icxsm4izuP8ihJ6H7OcnFRV5kTvsPkcz+qYIE4Tfvhfc3DzEx8xYz1IlIIR5z1fPLYJk8aUobrMiUMmVkUsr9dYN3zejhQHuEVyhCvGOYg+e1wNz1jnNkmpC9jYf4VKmGZ332H8jo8wY50MjH0PC10RJN2nX/TmpeKAmH8HwHjT4Yvgu5pW4Q1rgMQ/VxEI+vTcuqIYZQO0RqbHTqlFucuhX6CFvy+ZCqzPmFCJM2dP1H8P38EaB0BuefIjfPbu1/D7NW0AQiPvmcpYj0a8B6/vPICAouoXOSJDZjTKRc/+4KDMWXPrccYs7W8+vLEGXz5+ChbNm4QyQ5D9/CO1qeXpLNdB+WNg1I/NngEMjoZmN6SSNaXX/7axKYhyS+ms75lsYN1YGklc9MbTN6K9ZxfOn6Lflqka62fM1hqT/mfrvpiNdsSxV7wPmayxDkSW0di315PU8xBlW093F9xud65XI22W/SF2rfjwQTDBamDhF89vQdnRn8FvXmzDN1a8g6GwJs0BRcW1re/hx09vwv+9sDXUW0MOvZaihPZBiqLGPCiUcr8GMRjrV3JTYx3QAuXfOGU6fnLuYVj66dkArAfYReCsIpiIwsxPjX5MDv4+tsKF846chDNmW1+fSQA6Do6gK9j81SElX5JN8IWVd7Qi1uS+13eiZyA0oPbrF7dh70BxDDBS7ojT71inwaEa61lYIQPjDJzvPbYRuw4MZXcFKG+FZvjmeEXSgIF1K3E+2HwcZ/OHjTxGb15KHb3D+H2wSZ7WvFS7PdHP1ZhhWYxCzUJDtymqioff6QSQ/qmysiThutMO0X8PHxwyNi99Y+cBDPsUrN3VC0CbwgsgYxnr0VSVaRc3/9zQhTd3HtDrS1fHCawPBgfCzpw9UV9nl0PGpSdNwzWfmIlp4yr0ZUWJGDY3Kk7ffPhdXLXyXTy/ea9+WyJNhbx+xbS8apG5GI1YJpVmqdprhn7eN+TDS1v3Rl84CnPGur1As8jyP765Vr8tU4H1ixc0Y059tdZ0LEbwRWQ/ehMKrAMDowH84PGNUZcp5cAXFa9kmn2m8rhMile6JVoteUVRTEF3FZLp3MGnqOgfMQfWh30BPeuvb8Sv78NFEPHKq6/Tf5ZlcR4XvU9UMTSQTZax5nCuMtbnTR6LLxzbhJNnjMeESm2wySrIG1BUyBL0Uo3MWDeze1kiZsj+Z6s2M9chS5DT1LzUHeOaMPxrNbdBmwEbUFR9FiuZ7dg/hJse34ifPP1RxH6QzOzsv4wzdLIpfNN6f0+/9YJUchIpnZnvijMimKJoNdb1DzwP41vhtbKi7VQZmwNe2rZP/3ny2HK9KW2imQoiU6TcWdj11aMRX6EXt+7FqD+AgVE/bn1mEx57X7sAHF+V/kyzSkP5l/CvsFUpJvG9/6BL6y2QqaBaNGceWodjmsYCAPYOevUs1Wp37IsekZ1cZVH7EQDchu+UU44c4KDisTeYtdRcW6FPIV65vgNX/f0dLHt1BwDtomvYG4iYPbL6vT34rz++hkX3vqFPI4+VTR3OOAskFeEP//lzWxJ+jtGwi1JFBfb0jcS8kPL6tVcud4VOZTJVYx0INTzT69hHaV4KhKaF26lMc87hWuPoN3YciLqM3UalSpYvloiSNTQ0pDf7DG/UGU8yTUKjWfi5xWl7rmTIsmz6e7a1aTPxfO3v4TPBfcNoWHqhMfCuqGpEKRjR6NTtLoNDkoKB9+j1LHPdQDaXTM1LbWR8ZpoxiSScoqpwSJKe0LNyfSee3tid1fXLR6p+3mPvg/vvM2ehwnDeUFPuCjYoT/b1VWzp0XpFxOqXZExzmzWxCr//wtG48XQtoSiRhIpS8tLWvXhtxwG8uHUfNuw5mOvVyVvDvgDue30ngHytsa693g/OOhRA8rNbqfiESsHkdj3SgYF1C9E+11Dz0vw7+BnLc0waU4b66jLT/Xpdt3wcFcgysTP/8Wfm4pCJVXo5hEQ/1lGfAgmx6+kVMhH03dDZh6c2evDUxm49u+PLC6bgy8dPifXwpDhkSa81HlkKJnSxIQKMfkXFwWEf/uefWqZntpvIVrgcaDlmMgBg0OuHN6Bqf0MwG+aFLXuxJzjVVFj1bqee9R9tfUVDUyD0/eJJd3FSAcyuq8Jfvnwcfn7+EQCAYZ+CzT2DePTdTqiqim/8/R18dtnruP3f20yP3dIzAECbAXHbs5sxMOrXtw07I/+SpA0jb+jsw92v7Ejhj9Be85SZ4+GQJYz4lYRKa61r79V7K4iM9R37h/Dlv76Nlj+9iYPD1v0FfAEFTlkyXchmcnBNNDdT9OzQyGX0UjDBwJdsY31ajp6MeZPHQAW3cyodPl+oFEJH+66crceizy/J2WsDgNvtxsKWUHB//8Fe7XanQw+ghs9+GzWUAPEroaab4bsbt9sdUWOdzCRJgkOW4A/krsa6kRgbtqr3HVBUyLKEqeMqMCNYd180NC1leo11m8vPaxqLFZcswE/OnYtVV5+MhpqylEqyvbh1L1au7wAAU8A+nHETFN+xMeXatRbDjNaMCUoimYIivd3ei63BwZ266uiJb84cXVMGFO34JEolMbBOQiLXrfmOgXULUZuXBv/Pt7i6dqEPzJs8Bs9cfTIe+MrxqIgSsMuzVc8JMWW2yq2dzIjPVUng3fnNi9vwQVc/ylxy0dRXD3dM01icF6zv3Tvsw7BPu5C76PgpuOSEqRkruzJpjNYkdEJYRrwxu1Z8UgFFxYChNvVlJ03LyDrFIoLjQ94AfAEFLoeECrdDP3n47X/aTMu/26Fl1x83ZSym1FbAyphyl/6zCNLn44AepU5VQycT4ScVvoAKn6KibZ9Wi3Dr3sGIxwpv7erFMx95EspYB4CF8yYFHx89WzoesRoVLgeODDbuTeSc/W/rdgMAaitcqHI7TeseUFQciNK4V2xvxmB6JgMiIqMtVAomcplQxrr9UjBA4hc7ojRMXVjmrpzBjH2idJIkSQ8oF0sD02S43WV6hjkASI5gQ3OXU5/BM+JT4Aso+PeWHiz+05u4ePk6fXlj002r/Y1oqGw57Y8AaPvtHfuH8M/gjMxcXuA7Ymasa/e7HDJ+dt7hADgYCxgy1hN4THWZE6fMnIBjp44DkGKvk35tkHBWXRVOnDYu6nLGcwZxrhBqaMrP0YrXEIBlMDY6MQDxuaMn4ZOH1kVdTuxfnt3Ug/f39GVl3QBt8EvbdwXPkTlIQkGBBK9b8xmvwBKQj1nfnQdH0NWnXZDEytQrgu9q2ojjsgjAyElca4gawucfOSmdq5ZXHLKET8/RDs6jhjrOx02pzehgwq8WHYk7Wo7Ss3cFU8Z68LaAouoDJZ85vAH1NeaZGtkgAutPbezGrgPDcDtkuB0yfvO5IwFAL9EhiAGKn5x7WNQg4JUnT8f1p83Ez88/IpTNkj+7HUoj48WU1dfB2NQ0/MJLXASK7XRw1J9wrbprPjETE6rcer3eZIi1kgA4RIA4gR2q2Lcsv/g4U0Np/f4oz+ULqHA5ZNOsoUzOIArvOxGzFIzIWLe5Oq44dS/DGx+K0jD1wVrTrMFOhUaWZVNAudhFGzwIrxfvrqgCAExtnoKy4AD9DY9uwDl/eA23PrMZ+8IGGv2B0HmQ1QwZMSAoylxKFtcwpTywAWj77WHDMVCcd+WCfpyJVmM9eOUujjWp9kgpBvo5SArXJrIEJFtJTfR7ufykaah02/vuhALr2u/8GK15DVM3vAysRyVKu0wfXxlzOxhT7tRnVTzwVntW1g3Q9meSFJphykESEpixXuSi7ZD0zOY8Ofg9u8mDi5e/jYuXvw3AZqZenqx7LokgjiMsW8BO1oeqqrjvtZ04OOLHMU1j8fVTpmdsPfOBmIbs9Sv6iGKmp8iOrXDhyEljUBN2YWMcAAmVglFCjUtzNHW3aWwFJo8tR9+IFtQ8dopWc31OQw1qypx6LX5hxB+AhNhNbxtqynD+UZNw/NTamPU2qfCpCH23rbatfmNg3eKxAHD81FoA2naq6kFf++tQ7pQjvqfJciSwPxXEOovZGeGiPZeWsS6bZniEz3RJJ3FqEN4o0MgRlrFud38pMtZ9VvP/EVkD2ePpMtWltluDvdAMev24euW7uOj+tXh1+774DyDKW9b7gvB68e5yLbA+a+bMmI0QhYCiWu73JUlCXUOjlolryFg/GCw1Y+T1eiNuKyXGY89fv3wcxlVm7jgST2h2ZvQa60DuaiXnI1U/Jif/HKk0LxXH7XgD+8bAUSrJXaXEWAom2vkRGWIbcTaCcpcDf790AQBtpuvu3uGMrxugxc5kOdRHiYMkpUlVVazZtg//+siDQa92fRtKCMvlmqVH7obkC1C+feAdvebazTEz1sWBO5MrVCBCBx8E/xczEeLb0zeKh97WyhbMrqvKxOrlFb2+ZyAAt6L9nKvak5IxYz34YfkVVb+oyNV6VbgdWH7xfMv7yl1yRCbwsE9BeQIlhGJlL1HhUwxN5axG643NO8MvvMTFpAgKjBpqxCaSuVXucmD/UPKBFeN6ie0wocB68H+xxsdOGYuXtu3Tn8PqYjegqDg44kNthRvVZU787avHY/+QF4dMzNx+WQ4bNLAsBRM8sNz/ppYJFK0ZejiXjSDJTUtvxPwFJ2JRyxL0BDPY6+sTa+Lo6e7CTUtvxK233Z7Q43Jl5/5hbPJovQTW7urFyTMm5HiNKB1Wta6A25274GUuiL93VeuKmJn6Unm1trxDRoUh4HvhcU04fJJWauuWpzbp+yG/olrOVCovL8eVV12HlQPmgOGBfT1p+ouKx7fPOATvdvbhuCm1aIpSoi9bxKwDq0OBqLEOGALrDDYmVQomXKjJb+JE9m3sxqXm9dOTu4K3JlKOtJSwFIw9+rWwjVmbVW4nZk2swta9g7jx0Q14+LITMr16+qCgONflZ1ma3uvswy1PfQQAuOJj03Dh/CkxZwEXGmasW4j2sUp5ljk64jNnGDpj1Fa1e3FfCsKbEyXSlFaMrp04bRyuLPJsdUBrngUEM9bDBiSyzViGQS8FE1BNjXvzTbnToZd+AYDOg8PYtnfQdLEcj/izeO1UvMRnbPUVNvYQCN9HiZOR8uB2OppKxrovsYajZqFgflKBdb2+nvbYm86eg39dfTK+eFxT1Oe69pH3MOxT9Ea/9TVlmNtQE/fCNhXiWPG34OCq1eDFcVNqUVuhZdBPGlOOo5vG2HpuhygFE+Ni4+kn/mGZmb6qdYUpez2WK6++Du27dlrel4/lZIzfee4Ci8eyu+5M6fHGZp/5wm7Wd/g2bNx2Ow+OoPqCmwFomX2nzhyPzxzegHMPb8Dnj23CyTMm4OQZE/DYlSfi8StPQtPYcgRU1TLjS9Ru1wKGQPUYbTad328uJZOP2322nTh9PK48ebo++yuX9AFcmxnr+XJNmkuhUjDJP4ckaRnRv/731oQf67M5c9Z4zuBkxrot5sA636Ro7GasC9/91GwAwEFD8k4miUlToYx1fpalqM3QK0zMyA71rcq/OE6iGFhPgPi4+7K0E4pn1G++ALczSsnmKJGlYBI5qRn2akHSQyZWFcUOIB6Rsb6nbzSUpZmjALYeYDYE2YwZ6/kYWK9wyegb8ePpjd0AgO/+YyMAc3PSeCRJCtZIjf8F9QcUfNTdj66+kbjLUn4w9pSz2qes331Q/zl6xnqoZJNiCHLbVeaSoQJY+s+NSV2kG7PFkisFo1oO/TqiBBgODHn1LOYLj5uS8PomS6zPW7t6AQDjKyO34zMPrUPr5Seg9fIT8MBX5uOISfYC62IKuS+JmSmrW1eip7vLVoAsVqZsPpaTMc7U4elL8ahvaITbnXxPlHyszT4yktyU+h5D/wTjsfusufWYWF2Gb585C986c5Y+YAcAZU4HKtwOOB2SVmM9eDlgdQyRJW1/XFOjBdbDR6hWt66EkmxxaUo7vXlp1Brr2v1OG7OcSoVeCiaFJDIxqPLEB90xB7itiBrrcTPWDasnkuHyLWkvn+zYN4RX2vbrvzPLOSSgqLjzP9vwwyc/xPt7+vTzZLvXwodMrMLhjTVZiwspqgpZkuAObiOPvd+FVe92ZuW1KT88/WE3frdmu/672J7FNzAPwzgJy9vA+u7du3HNNdfguOOOw4IFC3D11VejszO0Aa5duxYXXXQRjj76aBx//PG44YYb0N3dbXqOrq4u3HDDDViwYAHmzZuHL33pS1i/fn3c144WjxCB2Efe6cS/PvIk/8elyXBYxnrMUUqWgtFFq7Fu56RmKPieJ5JxXMhEYH1jVz9Wb9gDwP5oeLqF1zcGtO+zL8Faxtk0aWw5AOBX/94KX0BB34iWKbb007MTeh5Zslf78d7XduKbD7+Hi/76Ng6kUNqDsiNUFzQ4yGfxHX74ndBxL3yqcChjXdtO3+k4iHXtWiA+kYP7KcHyGmvbeyOa7dphzBZLpqGaCuvjrlX2u6d/FJ//01sAgHOPaMCn59YnvL7JMg5WnDpzPBbOS1/zaqfNaf2eYAB9aGgQQ0NDpvvyMTCeKtP+noGHonLOuRfoPxdDWRi738+tWzZFvU8c5w++/CCmj6+M+1wOSULAUArG6jzIEawdLdZOVUPBKTEYx20rf4jJx9FKwYRnrPeP+LFm2z68v6cvW6uYd9KRsX7pidOwIBhcTzQz2m+zxrqpFIxDMt3GTTDS79e0mX5/uW1fROyjVLX3DuMfG7rwctt+PPFBNwKBxMuiateW2dn/i8B6o2Em54YS3meVora95msWsd8U13ipNJ/OF3kZWO/r68NXvvIVBAIB/P3vf8d9992Hrq4uXH755VAUBW1tbbj88svR3NyMVatW4e6770ZnZyeuuOIK+HxaUMDr9eLSSy9Fe3s77rvvPjz88MOYMWMGLrvsMrS3x+6CHO1jPbyxBjOCJ7q79g9FWSo7FFXFjrB1iFljXfzAA7d+oS5OTkWGz0Nv7455cBn2BfD3dR0AgEp3aQTWK1wOXH7SNNNtuQpgR6s1LmZu5GNgfemnD8W4ShcUNdRgbOaESsyuq07oefTmY3H0DIaC6ckESCm7wmuLG6/Jmmsr8PFDzPWkIzPWtf/FQF/PgPb5V5c5EppZsnDeJJwxeyKAxDLNrdYrlVIw4ULPFbptjyGj8/wjE6svnirjOzq3oSats5ZEpps/TuZoj6cLi1qWQFEU+HzJD55ZZbfbLSeTTcbPnoGHwmFn9oSo868oSkrZ6/lCVVV4uuNvQ/v2Rk/MEftNNWBvZqxTljDkC+D3wSww64z14MC8xX2rW1fC091VFBe0xSJWw/qACoikaDk4m3Hr3kHc8tRHuL51AzoPluZsxVA5udSeRxyHE22saLvGukUpGHEbD2+RRBD9lv+aCwBo2zeEi+5fi4X3vIGv//0dU2PTUmPM3vcHlIQz1oHQNUc2Jr0oqpaR7JAl/PAc7fPkbJvSIo5pPzjrUACh/azYf2ewkmfW5OWfsHz5cni9Xtx+++2YPXs25s2bh1//+te4/vrr4fP5cM8992DcuHG49dZbMXPmTMyfPx+33XYbNm/ejGeeeQYA8OSTT6KtrQ2//OUvMW/ePMyZMwc/+tGPMGbMGNxzzz0xXz/aCWa5y4FvnzkLQO53Br96YSu29AyabnPGGCnnOXNIeMZ6fbWWKfXPDV1oj9Ide+f+IVz+0Hq816mNrk6sKvzsKru+dPwUUxZGrgPr4ZmwIrAeq8dArrgdsh5EV4J1UJMppSPL9k58jCeZrEWY/8IvBo1BkcYxZbjlv+biLxcdi2VLjsGYcmdEYFFksFeXOfGFYybjuOaxWHzsZPxh8TEJB33FyXhy3xuRbZBcYB1Qo5YwAMzbvDj2fvWEZsxKcIAqVcZNN90zd8T7f8+rO6NOd/Z6R+H1jkbcLoJ5doJ6wurWlRHBz54EHp8trLFemOLNngjP2q5LsAlvPpJlGfUNif0d4dug2P0as8pjcYSd9xxaF2reLN5TWQJM43WG5/Z0d6HH0wU5D8+fSpWxSfb63b34+t/fwXdWv49Br18rBSNFPx/fOxh5fCgF6SgFAwDu4LVOIoF1X0DBxq5+ADZqrBt+DiV3ab9z1kgkRdVmAZw6czwuO2kqAK0meP+oH1t7Bkv2+w6YZzcay6Imco2ezT4NimHfldx1AhU68TUT1RDEd1ZJ0/47H+TlmdS//vUvfOpTn0J5ebl+2/Tp03HOOeegrKwML7/8Mk499VQ4nU79/pkzZ2LKlCl46aWXAABr1qzBtGnTMHPmTH0Zp9OJk08+WV8mGXoX9hzvDPYEsxKu+Ng0nHNYPU6cNg5n25gSz11YZGD9so9Nw8kzxgOInuV7/5u70N2vHcC/9+nZ+Fhw+VLhNgwj5i6wrv0ffiC+7/WdAPKzxjoQWm9F1QKEyQTktOZj8bdeUwYDT1jyXvjFoHHQRWxnzeMqccjEKn06v/nx2v+yJOEbp87ALy84El8/ZQYmjy1HokSmVSCJWruhzHspal30WBTVeqaYftJv+C6H77+zyTjonu44VOMY7TNb296rX6QLIvjmdpfpmb2KokCSJCxsWYyeYKZ5j6croZIahVA6xvidZw3a4mHM2k4mIJ2PkglOh2+D+nfcZmDdmFDzlbpONIwJ7fvFe+oIZrUfnHFGxON7DLNU8rEhbCkSH+mzm3rwqxe2YmvPINbvPohtPYNa81KL8wRhYLQ0y2SkoxQMEDoPSiTB4I7/bENH8JpcNJKPxlxjXTLdxlP2SIHg912SJFxwVGTpvVIuuW68xvMralLnxsZBvExTELrGYWC9NInzGxFYFzEL8TXIVQ+/dHLGXyS7fD4ftm7divPPPx+//vWv8fjjj2N4eBgnn3wyfvCDH6CsrAwejwdTp06NeOy0adPQ1qbV49q+fTuam5stl3n00UcxPDyMiooKy3WQpOgHZ5G5G1DVnGaBi2PJhfObbE3hDC2S2/XOB3opGFnSMiwlCUc3jcGr2/dj7a5eHDV5TET25LBPe8fvXnJ0wmU8ioF2sqmdsIv3LduiTY8VU1+djuTXSzwuE3+Xw7DeanAqXKKvI6Zyx3ucObCulPy2nvf0THVztjegXXQZPz9ZiqxFLrYFWU79uysCNH4l+WNEeMZ6Qs9jsV04Ddk04T0Wwt+fVNjd/sMDGuncvhbOa8TWvQN4aqMHI/4AJAnY0jOAnzy9Cbt2OCHXToLSuwde7yhWt66AqqpwOBz6gMTQ0CAqK6swpXla3PWSpFB2e/iy+bbPCN/f59v6kbVY59HGZRJZPlPScfw3Pke05ykvr8DNS2+MWL6+oVH/XQy2ypK9/UtzbQU2dPZhQpULX/5Ci+V7+slD68wzXA37U683VE7qc5/Pv4awpWh8lRvjKlw4MOzDnr5QRq5PUfXkDPH5hSeUvLp9H06aPi4vSyNmQ6Ln1+HbvtsZKslm93n2BkvwXf3xGRhTETusUl0Wur+m3Gk6Z1J5fR5BUULf96oyhzb7xnRKULrvmbFsYMAQWE/k3FjO4ndPUVT9Ot2VhuuNdMjktT9FEp1e9Iz1gPb5i9vt7L/z/bPKu8D6wYMH4ff7cf/99+O//uu/8Lvf/Q67d+/GrbfeiksuuUQv41JVVRXx2OrqanR0aDWwBwcHMWXKFMtlAKC/vz9qYL26woWZTbWW9yku7S2rLI++TDaUB2t8HzJlnL0HuLX1rqksy+l654Py4InNzMljMaFay/6bG7zoeHDtbpwwayIuOKbJ9BiXS9sJnH7kJJTFyUgoRuUuBxDM5p85eawpKypbamu0z6pxorYNf3z2RIwpd+GJYFPVxvGVKX+3Z0xO7fFWaiq1DNLmxjFQVBUVZc6E19PllOFwyHEfJxtmFtSNqyr5bT3fjQTrR1YFjznTFBX/dWQjdu0fwoUnTTd9fk6HDIdDMt1WIfZlTbWmC7ZkTAhu0w0TqjGzaWxCj1WCNd7HVJXpJ0yNE+0/j9vlgCxJEd/X+h0HAAATx4W27c0HtHJd9eNS397Dxdv+aypd+s8NGXj942dOxFMbPRg3pgIzm2rx4vYD2N07Arl2EpwNs+Dv64LX68UzTzyqD6g/88SjkGUJPp8Psixh2tQpcderosyJaVO18yPjsrIc+Rnkmvi8AaCqwp1360fW4h3nyspC56KNjY1JHRfTLZXjv9gXx/o7vN4RPPPUPwGEtrsD+zxwOUPH9o37tN5JZW571xi/+/J8dPWNYFylGxVhvX/EuixtqsUHngGs2bJXu0NV9ecWpaXKysrwyguP4eKLL7b5F1MmrVl6Jo784TOm21as78CIT0Fleeg75nY6AEOW+lMbPThtbgOWnBCZfFbMxgSv5Zrqa5Laj4htf2LwPKh+QhVmTrZ5/hLc7q47a452rRTDzKZa3H/ZCTgw6MUZc+sxtsKFnuDnN7aa1+fhHA7ZtH+cNLYCHYaSrZPrazCzoSZHa5db7YOhGfZutwM1wRK1UxvH2P4e1VRo57TNjWMxtsIVZ+nUSLKEMpcDM5tq9VmoLqcjL77zmbj2p0hVFdp3VOxbXW7t85/QoZVZbhwfP25R7Uq+t1Q25F1g3e/XGvY0Nzfje9/7HgDg8MP/P3vnHSdHXf//18xsuV5yuZJcLo10EkJJIBRBQDDSQzSgoH6lih0LghVFBfWrIF+/+AVBpIgYfqFXKdJrKAnp7ZK7JHe31/ttmZnfHzOfaTu7O7M7szu7+3n6wMvuTvns7MynvD+vz+u9CD6fD1dddRXeeecd18swNhHDngMDpp91DEoVev9wOOE22WAsHAPLwHIZ2uXB6dBYbsvtBYbGpIdyf9cwBuXfc05NCRY1VWJL5zC2tg9gSb1+4mZ4TGrA2juHHE1Yly9ov/H+riGMDmc/QdKInJizvUuySQiHY2hpUFcP9A9NpH1vM4zUsLYeHHA8Qd54WLp3Wg8OQhCBaFSwXU5RFBGO8Cn3G9JYGbWFhrCnzHNVPEUDCayPh9U25wcnH6J8rv29BUFENKa/d0bl33tfx6CSwDRdxsixuoZQzth7CEgy7+HRMGJyOdq6hlBm0XxsIhIDg/j2rF9OVHqwZ0T57GCPNAk6MJz+827E6vM/pnm++jKobxIxIvuFtncPY8+BUhzsVVWmIlhMrm/E0NAQxsMxxXZiPBzDxEQYoihiZGQE+9r2pyzXeFhNjGi8x7zWPyC/NwAMjdL+S76grdPMEEX13ps5e27K7d3EifZ/X9t+AMCnzzw/4ffQWlqRbWrrGnSvO+RnXuRTt/daOky8hrVlicW0FiHqcy4IAliWhd8fwB133o3jTznb8jkp7mGWZ+ODtgEAwNTKoPL7MXIbW+JjsWx6DV7f04ct+wewp7kqW0X1BP3ymKSjewR7kuQbM2J89scmpDZ+b8cQSi1WBqQf1tYxCJ+F7Hst5X60lPvR2zeKXgCd8jPvRp8i3xmPxABNW/HrsxZgd/contvWjXf39WNf5xB8seK0P2oPqZaBw2MRdPZL/fCuHuvPwITcF9xzYMC1wPrevjGMhmOYiPAIcozyW7IMMDIRzek97+bYnxLPoNxP6ZbHjNs7hrCzvR8b90kiqp6BsZT3Q0/PoKtlzBTPRV2Ionzx4sW695cvXw4A2Lp1KwBgZGQkbt/h4WFUV0uzIJWVlRgdHTXdhmEYVFUl73QkesA4Rl0mlsuHkKwAslsGUbS/TyEhiCIODEgdMJZRr0WJj8PFy6bhR09uRZQX465RlJd93sAU5fXTJi9lmdxcAzKfofjKMQwOn1aNKVVBAAwWNFZmXC43ng8yEUM8G7X3nZ1jECuZZGgHY2b3McVbKLcyUt8TDMNAMNyfdvZPBbEs+tb/24imqhJ85ZjpOGVevaV9tXbAZGnpj57YinsuPtKSkl4UAZg8F+TZCQ2H8e7efnQOh9EqD0J9rPP1UKrnX2u75sQ1N+KXg+XhmPTsapMRg2UhQvJZ1563q7MTkUgYDMOgrKwc9Q1NKcul/dy4rdfqDK0HpwjvlY9iTuq2VG2fjH9zRSbtf6hLym9w3uoLUx5D0IwfjH95uZ8gipmPMbRl0ebJEUXttdc8X0U+PvASHCNlXjH+HIunVOH7p8xRfqemyhL0jkYxY1IZLjhyGl7f04eJKF90v2OyNs3q/qKotsF3vb0Pvz5zkWINkwxix86kOTYivQr6/MUjiPoxU0tNGVpqyrCpQwoqC0LxjnOimv7hRweG8JGs+uVY1vI10Xqsu3Ed9/aO4dJ/fqi8ri3zK+fhWMa189qFPnvZgYQoAhwDlgE6hsL49G1vKmNZn4V71+u/kycD6/X19Rgc1M9ICHIkuaGhAVOmTMG+ffvi9t27dy9WrFgBQEpm+sEHH5hu09zcrEuMaiTZPB/xs8t9YkDRlnJa23AXM//94i60yep9nyHRlJq0Jl4pEhMEzybHzAZ+DyQvZTQdAEC6p+fWV+D+Ly3LSXmsQp7TmHxfpZOcg2PUznsiXtvdi3196hLJmI3kS5TcoCQvtVCXs4hPCCrA+v6pIJNngijlLXhjT6/1wLqmHIvkZbkD41FsD43gqJYaC/snT156x5vx7T3ndPZQC2jb3HSSEKci4JOOSQLqEU1bxDAsumVf9JAm4aA2+aDWLzkVoVAnGhr0CSPt7J8teF3gj9ZphULztBm614WQOJMkFk5FsvtYud/TSCKdDG1gvegHAnkAwzDwc6yuDQCAxsqArr3//XmHonMojMbKIDrkFV4kJ1QxoSaCz4xG2XLyg/ZBbDw4iGXTU9utCoIIBkh7NTP5PXMeVvAggiCajjlpwlfzONTS5irMqDW3OTaDdKPduo6dhtXt2mfExzIeiKVRsok2h8w3TpyNW1/Zo9x702tLsWx6Te4K5xDZH5la4MQTT8Srr76KcFhd2rh+/XoAwPz583HSSSfhtddeQzSqLsvesmULDh48iFNOOQUA8MlPfhLt7e3YtWuXsk0kEsFrr72Gk08+Oen5k7WNXslkLIjpJWgpdkjm9qtOmBmnRCDJ+6Imv21MEIs8sK5XrOcCY/byfLmnyW0Ty6DcLMMgNBzGf3Z2J9zm1ld2615HHR6YU5yH1DRWbgmiWNftL792oiE3Dl5GI9aX15JyMABOOKQOl66QgmYxk0lK8/1FMCZXIVnw2o3Adiq0l8iN7PXEn54E1sNaxbr8fSORsBJgDwQCuv0jkbDlACU5hnF/r6Gtxmg8MH/QTv6Y0dCon9RZtTr/E2fWGyaqzDB7xrTPrFLHiy4G1i1adFFyi9/EzsFo+Rb0cZgxqQwlfk75jFjMFRNKXyrDfsGZhzbitPmSoCBqUZwiiGJG/QGyaz5PHPePRfDA+v1Yt+EgfvzkFpzxf2/hT4YxSTrwormIkFUmI/L3mmWKWVD65ysXWLIjIrh9HccNdZF2nOFjWV0CVkrhoxoOMDh3yRTUavJWffPE2RnnCvMCngysX3HFFZiYmMB3vvMd7NmzB2+88QZ+/etf44gjjsBxxx2Hyy67DKOjo/jxj3+M1tZWbNy4Eddddx2WLl2KU089FQBw+umnY+HChbjmmmuwceNG7NmzB9dddx2i0Sguu+yypOfPB8V6okBEyv1cKEs+IYgiWAb4rCE5KaAOPEwV67yoU20XG5VyZefnGPhzNMFATvuTp7bKr/Mjss4Z6ox0AoJERfPnV1sTbjMW5cEyUuMEAE9v7irKAVY+oQSkLdwSDBM/8BJsKN5T4TcowI0d4mQopZKLkWySMtH+Zl9BW+VevGwajps1SXmdi4lO7XV2RbEuf+Hb39yLO9/ci61dqodmJBbD2NgoBEFQgnNahSzDMBAEoSAClFq0inU6BMsfzCZuCI+se1D3uhDU6kD8ZIGR+oYmTEzE56fRPrOKD7vTgXWNkMTH5f/gtRgwsyEpCyTOpUISZz6/vRvrZT/2YsFOXyoZDMNgVl2ZdEyLI2ZiV5L2OTXHyVee3tKFu97eh9tea8Xbe/sRjgn4sD1zL+REinXyVj5fs0wxG9/ZzbXktlh0TBbozKkvx0lz6nDRsmm6c+dapErJLoKiWJdeBzWDvKAF2618wJPfYubMmbj33nsxMjKCVatW4Tvf+Q5WrFiBO++8E4CU2PSee+7BwYMHce655+Kyyy7DggULcPvttysJvXw+H+68807MmjULl156KVatWoXe3l7cd999aGpKoSpJppLziGJdhN2GXNo4n2fEnUBIMPsNqHYnZhYaxa5Y/9ZJs/HNE2fjprMPtTUb7iTHzEi9JNOLqB7rgu61HW4651BwLGM66UOIxATMb6hEgxyE33hwCC/t7EmjxJRsoSjOLdwTZn6r6v6Zl8U4YB8cj9luL0gx/DbbSTHBCqyp1eqS1rkNFSjx5daSSq9Yd/74LbVlqAhKv8M/PziAbV3aXDKMkmjQaDlB3rf6e4WSBD1zjSCKuPJfH+HUP7+BO9/ap0v4SCXrhcGj69bqXhfCZJCV1R5XfO1byjNqnFwgkIFnZWWlc4WD3s7P76OB9XzATMwzc1J5wu0rApyiAPzXh/tdK5cX0a6ayxQygW61ueFFMaOJduV8eSx9M7MfckIFzSeYtCh2xfr6tgH86ZU9uvc4ljFd5ZIMt69jx5DULl68rAU/W7kAJ82ZrHxGA+vFh9YKBgCC/sILrHu2d7V48WLcd999CT9fsmQJ7r///qTHmDx5Mv7whz/YPnd+KNapFUw6CELiwDr5banHejxTq0tx3mHWfdvc4NApVbhkxXT87e02AM4EE7OB0QomnXIHfCxmTirDwcFx0895QYQgSh7Nx8yoxWcWNeCZLSGMRWLpFpuSBex0Zs2SBmuX1WXKKfMmI8ILYBkG97zbhvaBcVz3xBbcdM6hKfdV/U2lcviSrP4x3R/mK7AWNVXi4UuPhiCKqC0L4O29fcpnuVGsq/92Y8VMY2UQj1x2DA4MTOCSBz7QqbHKKqoQCQQQiUTivNBFUUTd5Aad33oyrG6XC8ajPHZ1SwlqP2gfwMqFDcpndAyWP3jRr99dUtcHq1ZfiGuu/hoAaXLh/ffeiduG3OOfOu3TjpauvkK1jRLGhxw9NsUdyAR1gGPx0CXLEeUF1JYFEm7v41jc98WjcNbtbytJcIsF0cF8M6o1i7Xtk40rrcDYPJ8X4U0sPZxor/kE17bYA+utvVIfKcBJdiqCCJT4WNv3P7nXLXbVbfHMli78831pgs9MSe9jGXQMhdE1HFZWZVMKGzXRs/SXKtaLBCuB9Q/3D+Lf20LZKZAJyZTXZuRJDNJ1BDGx0lBJXmrSG4jyomJvQMkd2ns+HSukXMAaJmzS7fizTOKOajgmLbcL+jhwLKNYZlA1QH5gJUbMMPGDCFG2tnKCsoAP5y+divMOm4IvHz0dAHRWJMlQ/U2lv8oEtMXBfbKJ4upSvxJMKPGpnfPcKNbdtYIh52ipLcXvzj0Up86bjIWNFQCAuvpGWanOAI3zUH/4qQCn+hPOmTtfWbGXz2jH54PjUV0dRmuz/GFiwnwSuFAJBAKWLG1EUYQoigh1deLZpx6L+5zc7ytWHO9o+c5dMgUNG+9H44d3Q+hr031mNekqJbucOGcy6soDOGlOHSqCvqRBdQIJYBkTnRc6bijWrQZtk40rrcDaVMh7ETM/eidWyAtiCiuYIvWHI1f2J5+eh8ObqwEAsycnXs2SCM7FCYr2AakPMLe+HEumxq/AKpPrqu8/usnxc1O8CakTyH0X0IzptP/OZ/J/FOYCycbLDMNgfoM00P3XBweyVKJ40q0D87jddoRkS/bIEqqXd/ZgcFxNjPvzp7diYDwKXwEELfId3W+XH3F1pcwkyJhuQI5lGL0tgoaIfOyAfA+rnaW0TkXJEoJB6Z2MRIp1JxRaRs47bArm1JdbDowbse2xLlp7nHNvBaOe0+3m4IhpNfjR6fOVSY7RUUmhVD5zKerX3IDAqd9EYOHJAKAE6uzgVUWxdoDXORzGn19T80oUu5VdvvDIugeT/lZetiLKBCuWNgzDgGVZHNi/D2Njo3Gfk4Co08mROZZBYKQLnzvjU3GfGZMgU7zBZcfOwNqvLMe1p82ztZ9kseBSoTyKcXI/E0jTbrW1sSt0M6J4rOfxCN1MxOOMFYz5mF2ZjMjja5YJyipRRrIK/dd/LcMfzlts+ziknXEjsE7Gq98+6RAETYKm3z91DgDo4i2UwkZdZS391VqQlvoLI8ZWGN/CcZI3kH/+3GForAyifyx3A1PJY92+Yr3Yx6XJOkBE6RHhBfz5Vcm7TBRFvLFHsh/4tGZJOiU36K0YclcOOyge68QKJs1al2WYhCqkSEwaRZGlVOScVLHubewMBhmYKNYhutaI+1kWEatWLobbjCRCteyxDtHSBMGJcybjiGnVOG7WJCxqctaD2AraIrqlWDdCBj7lFVUAAH+lmmuCraiTy8Xgiq99y/IxI5EwIpGwJwOcyZSWtDrLD4we6ka8bEWUDaSVJVLOBCNqci936pdVqy9EJBJWPN5JvevV+oBiH9ZkdVuhowYaM39u7CrWE9mVWKUgFOsuWcEIgrmIglzuYptAIqiXlgHHMphcEUxLbOJmElhjokojCxorMWdyedGtrilmjP2bi5ZNwxmLGvHV42eiqsSfbNe8gQbWTUjVPrIMg/qKIAYnYrjmsc056cAIomhvZp6arAOQGulElXxF0IcbzlwAAOiXZ1CjvDQffmRLNdYc0ZylUlISoVVx5csdTSzEYhkkLyXHMev8RGICfvTEFgCqnRHnogqB4hx2ko+a3TaiS4p1QFr9IIj2JmcUKxiiWE8zMJ+IeQ0V+O/zFuOGMxeiIpj9FDGsptZxK/Bl5O933gYAEOXzMYzabWOC5fJ7jK0EkESt7sUAJ1E5fXJOHb60vCXHpaFYIVEizmJCG6xORd3kBkQiYQiCgJDhGSTxKXedBxll8oPYRwUCQVuTcxTvwiURYRQqTlrB2PZYFzN7XhkluJm/vxlZ3XjWoY248MhmsIwzK8z4BHaHxT7GsTN2SIabIixyyGSrr1imeO18ihHBcN8unlKF750yB58roPgaDaybYKWeOnWelNn4/fYBDE9kP0Gg1aXzJns6XJL8QhDFpJX8sTMngWWAsKwAnpC9q0sKxPsp39GqRN0KKDoN6bhkkrxUexxjR3Jv3xha+8YAAEumVum2pYr1zOgdjeBL972P1Xe9i3+sb7ccKLaK8ltauJdZhon77QUHPdaN2ElAqiYvlfdNI8l3PqxA0a42cdqqIRHvvvUaAGDeAjmJLKvxJFxwEuoO/URa3upetX9QO94MVi2dgq99YhauPG6m/Bmtz7xIKoW6kUJURwcCQcuTW1VV1RAEAaIoottwHdxWrAPqs6+dCKhvaLI1OUfxLpIVTHHVlU5awdgNdKcaV1o9Xz43b+R+u3h5Cy4/biamVJXAify5iRLDqir/PL5oGeDURBKZoPjrW3sV8ZdT8BbaMpaNH9dQChcxC/2bXEMD62lyzpIpOGH2pJyd3+rSeQK1gpFI5YXHMAwCPlax1piISn9LCiRbcb6ThxbrJoH19D3WAcT5rJMO7ecOn4qVCxsBqJ0lJzq2xcqWzmGsufs9HBicwMB4FH97uw0/f3qbK+eyUrswTHz9nSzpZ6aQnBNWguPaZakAlHwU977bjp6RcNz2r+/uxQV3v4crHvwII+GY5BXvRKFdhtEp1rN0UlnOM3f+QrkQ+ruFXXIG6ianY1Nm/gVyrT4mgyyOZVBV4sfqpVNx5mKpXiv2/ks+YOX+KWZ1dDLbpoODE7j7HSmxaDZySNxx263KpFxDY5Pr56NkB7NJ+EKHeG1byVeTCnKM7Hms579fOLG6JPUWxzIZB703HBiEiBRWMPl7yTJCud8zHAA0VUqJqz9oH8TmzuGMy6WFjFWT2SYWY11VzFiZbMl3aLTQBKsVlV0fNicRRXsDe2VG3J3i5A28hSV7QY5VFOthWbEeLJCkCvmOtjLOG8W6fOtEM7aCIfWN/n0S+PSx8UG/YlMtOcmbrX3Kvy9eNg0A0Dk84eg5jIlckiF1QKV/dw2HsSM0gqgguNZBIbZCVn3WAfV7TC4PKPs+sSlembq+fQA9oxHs7hlFe/84ABdnCBwkoGk8Alx22oRoRJqYUPoZsmL9myfOBgBU1zVgztz5UpkCQUvHZFkWkUgY9SbBNLvqY6fhTSYgFWFADspDSY3WzoTcP6na52JVRxNlOAk6BUtKlc+e3dqlblfh/oqShsYm1E6ajLGx0YJbQVDMcCxTdPYKNhb/pcSugjyRqtoqdq1nvAhpt0l+HYbJzLc7wgv4wWObAcDU9o8q1qW/md7u5x02BecslvqBI2Fn3RdUK5jE25BxTbH+jsWGUxZGXib7JqV5gNXfO5eNYb4o/LyGIIi6AKQZQT+HMC9gPMrjN//eAYBawXgF7U+XB3E4AOps/cs7ewBkkrxU+msMlvMGpYj231QJkD6ko/en1UuweEoVntzcpfhIOngSANYniURRRN9YBF+4Z73yXkXQnbopoPikW1CsGzr5M+vK8INT5uD3L+3CRCx+hB/TjPoFUczA2iy7nLm4CTFBRHnQhwWN2Ume6pfbHl4A6hubMCAH1suDHISJYZRNbQAvb2vV3oUkTaxvmAJeENX6IkfRGFEUlXIoVhiaepIp8kG01zHamezauR0lmoAxRYVMggHSfR2eGFdek8n3X56xAC21Za6WI9TViYbGJsyZOx+bPx6nivUCgmUkZaAoinhpRw+GJqL45NzJqC3zpv2XEzjrsW6v/8zbFLoZUUV66R8j15C6i4yvWWSmRI7ygjK2+fZJs+M+dzPpZj6gWh9ldsczDINDJku5esYifIqt7WHF1ozoUzLNU0DJDwSbY958hAbWTbD6e+dSsQ6bVjDqXvnJ4x934I4396KhMojbPrcUJf70gkmSF17yyGaQY9E+MI6zbn9beW+23PBQcouZitHrlMtqiw/2DwLQJ0C0g+KbbqhvYiaBdeqxnjlKx1X+63PBt5SEMa3cESwjlWlQTqxMcGLpsxlEsf7vbSFcvGxa0vbGzN+U1Jlm7aN2goIXpUWt+aBgmFJVgq+eMCur5xRF6S4RRBENDU0YFKS2j2MYsKKASEzA6tVrbB83MHUBDqz4Fs66/W38cdVi+DkGdWd9H3sZAVFeUH7/bPCLZ7fjtd29WDGzFpfLfuqminVaneUF3aFOVFVV57oYnsfYFyXNS125+wHQ7lAnDaYXKJJiXcSe3jH85nlJHNQ9GsEVct1aiDgVaJSOIR/TcvJSMSPrJlWkl58NXN9oBO+1DQAAODk6yrJMRu016WsfN2sSJlfEr8SzO/lRaCh5jRzoN5cFpD7lWNTZwLrZ6kMjnOZ35PJmVE9JF2Py0kKE+ltkALl4uajWBbtWMOQfedoIbTg4hPGogH194zgwmL4dg5XrRhoZAGiuLsFdXzgCZyxqTPucFOfIRyuYMxY14rhZaj6GdJMcJVKhk0A7Vaw7i2iYWedYJm5SI10Gx6NYt+EgntrcpTtHMhjZi9AY23erg1JT6gcA/P2dNrQPjKfYmmByD5qIoLUTFIIgX+s8eZ6zjnwBlXtP9ljnWAYcpMB6OrYa/vpZAOtDhBewq2cUz24NoWzhifAt+CR2hEYcK74VtndJ3p5bO4dNfTmVZd9ZLRUlXQRBQCQSn1uBUN9AA7pmuJ249Lw0JuAo+QfLSH2VoQl1En7c4aCZ13Ay0Gg3aJuxx3qeK9Z/9+JOAJI9HlGsS1Yw6X+hVAE4GliX/jrRUpCYx62v7MGGA4MOHFGC/IbJlOjF/jsWG6IogkH+xG/SgQbWTbCuWJf+utEYbusaxgV3v4fP37Merb2jcZ/bDUTk+02sTdio7SzahbfghXfVCbOw5oip+PHp83DvF4/CzEnuLsmlWEcr8MqXGc9SP6d4dAPpJ8JNtPSRF/RLMAE1KEUV6+lj7Lj6WMZSIk8rPLm5E7e91op/vr9fd45ksIxUJmMH1K26/eJlLWiuLgEAjKdYImqmtFKsi8wU65rrSBTrefI4Zx+iWFdGmrJinWXAiDzCNjzwdbDqBHKUF5Sl3ACUHCPZSmRKvlpMEE2Di6qCkNZnXuWRdQ8q9wvDMGhumZHw/inWxKWAGtxmGCZuAsJt/1HjBJzWG59SOBDFujaYXuh9QeMKw0ywu0JKEDK0glHOl5+/0dCE5M39m7MXKu02i8xiI4LJSlwtynioyHIJEMxWiabLvPoK5d/v7evP/IAyqq1f4kKySQQ4lMKDFwpfQ0UD6yZYXVrPqKM9x8uw8eAQekYjCA2Hsb0rXj0mIr0fLz+bbX0w6ZrHNqNjKD3VuiCKSTNUA8CSqVW48vhZOGVefVrnoLhHujYquWZeQwV+cOocXHncTHz28KlpHUOZ2Y/zWJf+6hXr0t8CH0u5irHjyjloBWP0MrTS0WAYBiLif3+3OimlAQ7Hz5ZWWli1lteWRVWsJw+sC0L+eKznBDmwHuFFKShHFOsMA0aIIRJL755kOH1gXfubEF/8bCUyJe07L6grMnQe68p2WSkOJQ0eXbcWj65bi107t0OUbYsS3T/FmrgUUL87y7JgWVaXcJhXVLfu1oaRSBiRSFjxxqcrCAoLyWMdmIjqc5kUMmryUgetYCyMmB/68ADGonzaK1H158tPRFFE0MfiiGk1ynuSFUz634g3mWDXooyH8vaqZYayQsOBnvOk8gBuXb0EgPW+vhWsrMBKJsChFB4iUsfg8h0aWM8AZbDnwrEnNEqDiIkiTRDtdSDy3aNUO6AWROCdvenNqkoe64X9UBcy+oR2uSuHXRiGwcqFjVhzZLOpX6AVyH0b77FOFOvqxaEe65mjdlwlnAysG5XvlgLr8l9jx7cy6F6qFK3/YTLM1GKJcgIABisYoljPpwc6mwhSX+Df20KIzDoBFZWSd7WPlQPrvIBfPLPN/iCWVe+bKC+idW+r8jpiknDWTVIr1okVDK3PvM7w0GDKZzlbKyG8DAmoa4Pa5BF2e+AZCAR1AX3qtV5YkL6KVrFeyIrQjqEJvLijG4CzyUutNKl/fWsfAGBGBsmGyfl6RyN5qVoXEN+HZZCZdWIqxbriGFDA93UyyJV1Kpzhhn0o+W2SlZGOVYuHKC+grW+84FVUNLBugtXfXG18na8QtIrGqMkUoiiK9gKLeT4jTir7H5wyB4D5ZIO14+SPhQglHm2wJV/V6+lCfOrirWBIB1SzLfVYzxhVsS5dSyeTlxqPY+VeJrc+2fekOXX4+cr5+PVZixwpkxnKZE6K723m98gl2VdvBZNGe1ZECEPdSo6GzZ3DKJcD6xzLoLRvNwDg1d29GI/ylpSnt7y8Gw1f+V9UHXuB8l6UF9DW3q68nohl14+X9KFigmia8MrFxYEUh0nmrU7I1kqIbGJX9R0IBHDU8mN1tjgkmOR2XVhvEkin/uuFA8swGA7H8Mf/7FbeK+S+4N1vtyn/1ubIShc7Nq+8IGJaTQmuO21u2ucjfaWNB4dw+xt70z5OrhAEMa4Py7GZtdepFOtk8vGut/ZicDx9e9h8Rbk3HWor3PA6T/UbAtbFO5T85+dPb8NYlEeAK+zQc2F/u3TxgMf6mBXFuo3j5XvMglzjUrnTFE03sG7BY53iXXS/XZH9jIk6PjElsE4V6wRRFPHoxg7c8eZe7OsbS/MY0l+tFYxTHutxx7FwL5PflKxQmFpVghPnTMZU2QfdDawr1g0XC9r7NX77mKBfok491pMh4mcr5wMARsM8RE3y0sqD6xW7nigvWlKePru1C/5JzWB8AeW9CC9iIqwOTnOlWAdUIQFnUtUXZ22WH4S6OhEKdYJlkw8rfnLt1Qh1FZ63t13Vd31DE/6x9nGdLY6VQIQTNMiTAJFIBOetXoPzVq8panueQsNM5VvIfUGizP/jqsWocGAFn1XRHPl8UlkgoxV3NaV+rF46BQDQ1m81Ubx3EEX9amJAtS5MV3jIp1A7k5W/vWNRvLa7N61z5DUOtxVueNaTcUOiVQeAet8UcPVEkSEWzl//xOwcl8RdaGDdhFwr1l/e2YOnNncprxMFkdOqUPO08iJKHpL4MV3FOp9h9nZKbtG2z8X2Oyb2WCeBKK3HenGrADqGJvA/r+7Bvz44gHvfa0+9gwlmyUuds4LR119W7mVVsS7vk4WlN1YV6zBcK0ANjKayguGJx3pxPc628HMsAhyL0UhM9ViXfxu//Jf0E9a3DeC7D3+M3/x7h/nvZvJWlBcQLFWXsv/plT3Y06MmTXfbukNbT5FkrNrBGONSX4viHN2hTnR3dULQ1G1mAfT2tn3UegTmgXi3k5caiUTCWLX6QhpULzC0fcFfnbkQQGH3BUk7N6e+3JHjWbV5FUz6PenylRUz5GPm3+8kQIzz+ibBpXS7zKmCssum1+CSFdMBpC+0y2fIN3aqqXDDs16w0J5RxXrxwAsiasv8+PTChlwXxVVoYN0EqzPPSuPrcH3w720h3Wsz9Zhgc+l8vnuUkso+6JMU6+kkbNvWNQxB1FtmUPILnT1ADsuRC9SZffPAuk/TeyH/fHlXL/YP5J8CJlOGJmLKv1/e2aMLElqF1JWk7uRkBY4TwfWYwd7LSl1Oltr+8PHNlvfJFDWxUPLtVNsczb5Wk5eKomQFU3RPtD3KgxwODk5gonYmAHVA4pcbtJggJTd9YXsIGw4O4cUd3TgwGP/sm010RHkB4ah+OfXre1QVmF3rjhgv4NVdPXhtd6+lQa+2SFG5v2OcbGIZagXjVSKRiOn73aHCU6a7iZJfwOXI+nmr15jawVAKA+3tM6VKWtFmJSnhP9/fj5V/eRNXPvhRXinclSCsY+pdexO5TuSHUazz8rCRE4T44Cmpw9JXrKf+TafVlErnT+sM+Y3Tt0ki4VYmkGMlTV6aZJxAKSwEsfATlwI0sG6K1Z/drUzeUVnxc8v5UpbmiKnHur3ASr7fykQEVeKXblm7M9S8IOK7j2wCAJQH3Ev2R3EXbeetCOpnHaRB2tOrWptEeQHv7OuXPtdcnFI/pzzzd765L+Exn9jUiTvf3Iu9adqleBVt0i4A+OlTW20fw6hY5zjn7HWMx7ByK39qfr3udTY6KJzFTq+px3oSJYousC5ATl6aUVELCjOF+KxJZRiN8IiWNwCigEnlAZy3eg18nKpYX7X6wrhE30bMBmRPbu6C2LgAABB66HoA6Q/wu0fCuPqRTfjFs9tx/TPb8PKunpT7aFVSYRJYNwku0rGXNzH6qvv9gQRbFi5OeJSrCj93K8NVqy9U7GAohUdjpWSTUVvmR3WpNN6xogjdcGAQUV7Erp5RDE5427eaF0T8Y307bn+jFfsHJIsBxyakLNq8qom2Mz8l6S/l04QGQRDFuGuvWOVmcEzAmj93ca5kc9gKxgVLFisTxYptaTH+hEUGL8TXE4UIDaybYfF3d8sKhqgZS+UgcsfQBERRRMfQBC6+dz0+97d3MRyOpZW8MV/rLlJBlxDFus3AekwQlAH7t08qbH+nQkavWC/8CloLWa3xy2e3K15lz27twtt7pcB6qSZpU4mfw18uWAoAGI3GYEbPSBi3vLwb//zgAB5Yv9/Nomcdkvz5M4ukJWfDYfNrkAxSV7IaxTrgkGLdmLzUQuf4tAUN+MQhdcprJ1RSqVA7vRa/s6ZIiZKX/uGlXdjVra4gkBTrmZWz0DBTiP/m7EW45+Ij0fjRPWh6/040VgaxavWF8LNkslm6iNr+iHFCRBRTr1kTY2F53/TK/re327Clc1h53TE4kXIf7e9PJsXiFHAMk7cr7ooFEmCfMWt20kBzISbKdMJOxclAHaV4ue60ebjz84fj7xcdqaxostJv0dbDxlV1XmNHaAR/e7sNaz88qPSHnVOsy/9ItVJPSS2T+XlZi8F8LyIiPphE4hPpKpEVxXqSKJUSvC9CybpiQ+RQW+Fm8tJkz6V63+fhjU+xBS9mRxCWa2hg3QS7inWnG8KYIIJl1Ozmb7b24e/vtmFLxzA6hsLoG4vqzm+HfK27yDUOyB7rXUNhWxMaZP/l02vQWOVesj+Ku7A6390cFiQHfPbwqcq/B+Q6oHtEWoL/qfn1OHJatW77QyZLfpN8ggGSdiVMujkLvMjAeBR/fnUPAGB+QyXmTC5Pq9MmGGTYxGrnW+s2ZhxcTzcJKmdi9+MmlhXrJiPQRANFkmiqtswPIHsJ+/IdP8diWk0pPveZU+CLDGve13usay+38Vcx+xn/9oUjNDsIEAVe3ja9e3QsIk1iXXas5Bl7z7vteDWFal17f9388m4A8d6qDLWC8TzEEqahoSlpoJl6eptPLohZrguFYoxIFQE+jsWsunJUBH22ArbaOt+YB8ZrmK1adk6wbs1v2smJMIZhwDJ5qlgXxLjJBdUKJs1jWli944YveL5gtko0E1gXVkxQj3WKFl4Qi8KKuQi+on2sKmHdU6wL8HMsplSVYKVs8r+/fxwDhqV5dmbJ8z1mIYjSZANJXrq+fQB3vLnX8v7ZHrBQ3KGYrWAaKoO48MhmAGowkiizVy+dqiiTCKzcUU8UxNUpWwuoU/Pa7h6E5AmHqdUl4FgGac0bGDqFJ86ZDECy4ukbM/cUtkq8Yt3aftrZ/mzUZZxNxbq27TQq1nlBxI+e2ILhcAzLWmpw+bEzlfcFUSyy9SfpYwxK+jQe64D+uTYOksyecz/HoiIoTeJzDBT5V7rjK3LOTy9oQINsSfD89u6k+xgfzwDH4vhZk3TvMWCKdMm39xEEQWcHU4iKdKcxm1wgc93Z6NuYJZalFB52vJN5XWDd23WtsXgs49wqPtIfI5djd88oLrj7Pay5+z1s71Intd3wuc7HvriAeLsP8ipdS7lUyUuB+N+pmDDmgMoUzmGh6MB4FB8fHAKQvIzkvukZyWxMRfE+vCAWRQyOBtZNsPq7u6VYjwoifCwDhmFwxXEzAQDvtQ3gttdaTc9vhXy3zZAC6wxqy/xYddgUAEBbv/WkjB7vI1IsUsxWMEC8gpjYJpT6uYTbJxogad8upI4pSWx85XEzcVRLDViGSatzT1Qw5C47fUGD4nOeaaIdoxpMa+OTjGwr1hW1W4qJCTP1jHFpadfwhJIPYMXM2nhPx+J7nBMS6uo09Vk3gyjWI2aKdcN9b/YY+FgG1SXS6oHSoB+MfATyu/GCiIGZn8QNz27DNk1QIRHk9wz6Wdwtq+FT5UQxlvP2C5eipbZM9x7L5K+VXaHDsiwCgaDymirS04M8B9lYLt0d6gTL0iFgoaMkBzTUsbt7RrH2wwPYcGBQeU/brYl63ArGuEouWQDWLoyh77Ktaxg9oxH0jkawLTQSVwangkUcy+RlEkdRFOOCSVyGinUyQZ/s2hp/p2JCtSFy5niZJps18uvntgNQLY0TQfqvP3hssxKIpxQmgig6Wk97FdqrygAS2HPDY53YDpDEZKMRPm67dH68fFV8CfJMF8MwuHSFtMTczpIl8rWL4JkuaII+9a4PcMX3Y2o9r3lBxE7Zq7osQWDWlySwrh2Y5OPy00SQIPrUGsnySVKsiyZBRhGv7OrB4x93oN9Ega5urlFh2/UcN+H5bSF80C4NZn9xxgJcc+pcfO7wZkv7ahclZEWxzlr7vkps3MxjXROgBYAzFzVi1dKpuiWgokjj6lq6Q52mPusErSKYeKz/8PEt6BuNJE1eqh2AVgZ98A93YFKZH5cfNxOR7a/hquNnKb8D2XZf3xhGph6Fl3f14tGNHSnLrk06RlbRkPwmifcB5kwuxy/PWIA/rV6C6YagOgCAWsHkHWNjo6k3oig47ZtLoSTqs/zxP7tw+xt78bOn1cTu2qBuzOP2gMa2zcmAjVEJrW03tZPEzvtc52cSR0GMVyWrwsP0vpBiEZgk0KGKN9I6RV7jtBWMsd+XKcSy+PrPLEy63TmLmzC5XEp2/p2HP8YL20OOnJ/iPXgaWC9eKoM+S9uRhsPpOj0mCMrybp/hJrzhTLWSSscKJl/bH2mpmfRvjjPvKPaMhPHc1pDprKfTy6YouWFufQW+9olZ+NLyFpwrr1woJlR7DeD3L+7E7p5UgXU2oVemPgCXrzVDPNrAHqDWocbO987uUfzy2e340yt78OAHBxIejzULFmfQk3/0Yyk4Ob+hAifMrsOnFzagwmKb49OMMrKRXd3qMnKz20f1bITuLym39tgiimOJoFW0thpmaBXBi5oqAUj35ObO4aQWT+R1tG0DHr38GDAv/BE+jsUnDqnD+Mt3YOWiRhBjFlGUlPPaQILZBL8RJWEVy4BjGfhYJmkOB1Km8gCH42fXYfGUKtPtWEVLT/EagUAA9Y1Nce/HYvFJo0MhakGSCGPbRaFkCukmGKvg0TCv+wvo+0het4IxCiWcXOVhVEJrr51Wya8KtopbsU6sWrWQ5KVkVa39Y0p/rSS+zFfBYCY4HdNgFSGMI4dDlBdQW+bHsuk1SbdrqS3D3Rcdgem1pQCA/QOpk91T8hNeEGny0mKkpSaIC460ph50y98ryovwE8W6Ybq2TGP5UFTJSwVRaagVBYahA3Lb66343Ys78Z2HP8ZoRD+go4r1woBjGaxeOhVfPmY66iuCqXcoMLTqI2KF9M0TZye0gvFxDGIJekraDny+1gtmkHkEsqDBLBi+4cAgrlq7QXk9ZhIwNFMjkWNlMujkZauv//3cYbb31Xmsp10CG+ezqFhHgk4+ywCbOoYwOB5VA67yNtpjiyKoZF3mkXUPKkkgrXBkSw2+dsIsANIAU2cFY9hWuW1F6SHp1gQ56xukwOjCRUsASL9Ld6gTL770vLLNSDg+UGqEPGfkdw5wLCJJFOvqkubkNwDDFNYEYCERCATR0BAfWDezGjnQ3paNIuUlVpK9OUWqyTtKYUCSYhrrTiUnB9Q6W5+81Nt1rbEpcHIyihyJnEPbd9Qr1km/x5nzpmtbmGtEMf76EwHcRfe+j3ELE/JGlH5EksqQnDIfr1mmOO2g6HQS0aicK9AKZQEfvnfKHADeXylDSR/BpJ4oRGhg3cCRzVUoSRCkMuKWv1dMEBULGI7VO0lrlal2PKbz/V4WRFWxnkiB0a1JfjER1X+odoDy/EJQihryDPCCiNFIDDWlfpyXRLmf3ApGpZACVkbVn1lgfVPHkOk+WkSTOiPRpJ698km+gunURTormKwo1qW/qe6PRMtSyYTPL5/drhko6Y/9l9f3YiIm0Li6zB233ap7bSXIrl2Rpv2pjOo35XcU4wcvDbLi+Hf//T/SJvKmr77ysrLNxoNDeDFVIlJDcDDgYy0p1q3czq29Y/hw/0DqDSlZx2oyTBrQTYxoaLvcxM7kHSW/IUkxd3aPYNWd7+C8v76DjiFVGWoWWPe6x7qxRXHWY136S66Atr+n7U+Tf7EO9V6IbWG+IYhiXIxhlWZcMjQRtXW8jqEJXPfEFgDJ60LSHy+g4YtlHPdYt5Hk2AoRjUDUCmRlcTQP739KakTZvpZawVCSQi6ek9XA89tCGBiPKr6pgOqzDkjLpQnFFCMmyUsBKdBl1gEZnlDVdMbPnPYjo1BygVZVMBrhdfWBGckC69pBVCEpPpRAHUtWuEjva78juSTfPfkQ6TOTa2SmCHHCCkZbl9kl28lLtdZDyVCulaFMP/30fADA4EQ0bsKjRV76SaB1s6RW7w51QtDYN1kJRGoVdqLJfQ7N54Bk3QHA1L5D8UaVd+4fGNR9fudbe5OWRcqHok5ISYH1xM+LVcV6nezDeesre5JuR8kNUjJMDnWTGxJuYzUhb7HCZzGwTikeiMXIjtAIhiZiGDasPCJ2gdr2gk+VsTzHxFvBOHdsVgnYylYwCTzWRYcHlmQCJN8w69MunlKF0+bXS5/bPN7WTjVJ+hHTqhNuxzgcDM4nzIQ/mUBCTk5dyigvIGBRsQ5AUbcnWmFNyW9Ua6fsnfPvf/87Fi9ejKuvvjrpdvv378f8+fNN//vlL39p+7w0sJ4BbijWb355NwCgoVK1udAG2bWKdTuBFWXgnVHpcoex4eYMHZB/rG9H+8C48toYKFSUBXS8QsljSKDz3nfb0T8WTeitrt0+URBY+4jkYV8+IWpwQnpN7LS014F0xM0+I5iNmVT7kvTLl1FgXWsFk4XgCznHgcHxFFuas3xGLSqDPgiyWgFQr+H02jL8cdViZVu6mkhVq5NB0yPrHlSC4MnQ9kWS5U4gz0ZJUOpfmNp3GJLd9fb3AgC+fHQL/CyTUlHEG+7vAMcgNBzGn17ZnXB76bxJD4tbzpcsaqJ0qbAnqW9sQiwWxcmnnp5wmzv+cmvCzyjZtyy0UrdQ8h+WkZIJJlKhE/GFNkD57NaQJ+paURQRGg7H2Xu6mbxUTbwp/dVbwWgU6w4/rxyTn8lLJSuY+PeNExRWmZCt435w6hwsaKxMuJ2yotLW0QsDp8WCrAPxLF4Q8e6+fryztw8TMQF+G1FUVbFejL9m4UPuq2wo1gcGBvDVr34Vd911F4JB65bB//M//4PXX39d9993v/td2+engfUMcMNjPRITUB7gcP0ZC5T3tDeiNpBmJwmAHdsYLyIYGm6O1Xd27nm3Xbe9cdaTWsFQCgHS+SFJS+fVVyTd3p80ealo+u98R/VYJ1Yw0mtdYF3+vv4EiZAlTKxgnFCsC+kPxPSKdffrMqIieXhDB57fHkq4XbKrwTLSdzbzzNQmbaVVs97zHAAeXbcWgUDqjqH2ftJbPOm3U25zw/3+yLoHlaSS5HkRRVktz0q/UamfQ1NVSUp1mKRYVwt0/Ow6AMBzW83vH6v2F9WlfjRUBBxTVFGcpaGhCSUlJfjVTTcn3OZAe5tuNQZFD3m2stVPtVK3UPIfH8uiZzSC/3nVfLUPGS9p+0Gv7u7FW619WSlfMu55tx2fv2c9Vt/1rs5SJE6x7mDAJk6xntJjnVrBmLXfxgkKq0zICU8T5Y4ipBu4LwScFguyaf5WWt5s7cN1T2zBj57cCl4QLXusA+pYjCrWCxMrOROc4sknn8TY2BgeffRRVFcnXvFipLq6GvX19br/KiqSx1jMoIF1A7Z+cov+s1Yhicdm1ZXrltCQCsfPMgj6OFx27AycNKcOaywmWTWeIx8xDtY5jcUF8W6aU1+OMw9tBGCiWM+yEohCcQNto7R4SiWulq1MEm7PMRgJ8/jBY5viPtN5MedntWBKnBWMScJR0ncjHT+zWI958lJ5/0ytYNKsiLS/fzZiL0dMq8bc+nIAQNdQEksSMsA0aUFZVlpdZExeCgBBn9rO0ao5fRhNX0RMMmGmeqzr33903Vp0yx7ZWvV7JBJRbIB8LAOWTV1XaPOhAMAVx83E/IaKuLIcHBzHz57eiuuf2a77Dslg8nSpfLGQKlAbiYTztg+aDUgzRPupFCf5r2OmJ/1cHUtJdqMnzZEmQwdtemO7ARGRRHkRfWPawLp+OzeSlz6+qVOXeB1I5LHuDPlrBWPefite9XYV63KONG3/0AwleWkRztWq94lDVjAZKtbDMR6Pfdyhe89OYJ2TO42JhGCU/CabNncnnXQS7r77btTV1bl+LjNoYD0DnEpYQkg0A+mTKydSSX3+qGn42coFWDFzkvWD53lHXYBBsc4wmoQ70nvlAU5ZThTvsU4V65T8RxtYrSsPpLyfz1wkTTR90D4Y90wUrGLd0IAbrS202yRTrJt1W0lQOJFvPQCMhGP4fx8dwKMbO0yTNjrlsW5nxVK6lPo5XHn8TADJv7NyrRIsB5asYOTXmu9Qog2s07rZlGBJacptyISGCKPFk/GZVz6JOwZJZhg3wGIl1ZiPYy0N/HlBjLs3WSY+EPJWaz/e2NOH99sHdOdNBsswRemnmg+Eujrj8gGkq4h+e28fnt7ShYc3HMTn//4evvHQRoRjvBPF9DSCIIJBdurCQCCIehMrKErhcd5hU9BcXZLwc9VjXUTAx+JTsjf2WCT3z9zguBpM19b9xnbISSVkZYm0Sms0wuOhDw/o+s7Pbg3h2S1dchmk95xUrOdj+5aoT8tq+iV2IHV9ic+iYj1vTW4zxyvJS//65j58uH9Q954dKxiS6NTrSZMp6XFwUEqWnQ3FektLCzgued3hJjSwngHpLnNKBKnQjA1UvZy0q74yfT9ExWM9T+sso2LdxzJKMExRQrJMQqsGEt6ioRtKPqNtk6wkhjlnyRQsn14DAHFBXp1lRB525hOhBHDla2VWJ5DvSyYrzT3Wk1jBJKlIn98Wwl9e34v/eXUP3m8biPvcaGtlh2wr1rXnTKbST9auEN9QM8V6iWapL62bJcbGRnWvwxOp/e1VZZj+uTaOUZR7WtTXBaGuTkzI5zEuCWY4KcjgYxlpQjtVYN1kkG2mNDfeT1aeCZYpTj/VfKChsSkukB4IBOISlqYKQh0cHMePn9yKP7y0C//7WitCIxFs7RpGR7IVMwXA7p5RbO4czlq9HggE0GCSvJhSmCTrLyoe63LdTSw4xqO5rW1ven4HNmsSWWrbEGMrVFvqd+y802vL8I1PzAIAjEX5uLbq9T29ciFIH9GZ87IW2lcvkshjPZ0YyTt7+3D/+v0AgBJ/8jGOG3a8+YLTq/DJcdKNa/eNScKMLx/dgqnyJN6ipsT++EZ8xAqmgMaiFInRSAxf/dcGAEAgxSqUXPLUU09hzZo1WLFiBVauXIk77rhDERzZwZd6E0oinPb3UpaBGu67m85ZhLb+cUyrSa1cS0Q+iwHfbO1Dz2hEqawBvRed4t3EMErQxjiIVxJ95POFoBQ92sCq1YzrJHgciQk6z0KdYt2h8nkBo2KdrGK5/ultuO2CpQhwbLxi3WLy0kQrYrRoB6Pj0XjFVz4lLwXUBK+ZKNZjgjZ5qfpZiY+Fn2MQ5cWUfprFQjRqf/k9o/RF9P2ReMU6ea1/v6GxCa17dgKIV6xzFdJySh/HKH75yRBEMU6VIindpfKQshoDCFbaZqpY9yb1SQK0j65bi1WrL1Res8YOroGRsLlKttB/9/9+UXr+qh0MECYjEgkj1NWZekNKQZAsoBFVPNaliXDSFt/3XjsODo7jyJYarFzYmJVyanl7b7/utVli7ouWTcMR06oxZ7J9L9xkHDGtBoDU1+NZ6Vy3nL8E33n4Y+V6OS3Y4ljJuvFHT2zBb85e5NBR3UfQtOta0omRvL5H8vUP+li01CaPeSTqSxQDTlvBMIy07nFTxxDufbcNXzo6uX2UEfJMnLtkCr64vAWCaE+d7Jf7BZs7hhCO8QimWK1AyR+0fbovLW/JYUnM4TgOkydPxsTEBK655hqUlZXh9ddfx6233oq9e/fiN7/5ja3jeXfqIA9wTbFuqCjLAj4saKzUJXpLl3xsfv74n10AgEllqmLfLLDOMoypnzKgTZDmenEpFNfQBlatzvwSn0KiWH9hewiXPfAhfvbUNmWbQgpaGLOPL5RVE619Y9jbOyZvI21LOnNm9hZmwWJyzGTXS+sRaBaAN66+scPyGbVY2lyFo1pqsGRqVVrHsIs6mZAsoiort0w+YVkGoijGTXgAkr3Ib885FN88cTa+ddJsp4pcdKgr0kRD8EG/nfI6yUBUq1gvmXssqk64CIA0kUf88pMhyMEZLZxJX8l4HEuKdQse75Tsc8VV37K8bd3khqSfJwrCFHrwpGdUUkbdunpJVs53zqo1VLFeRCTzO1730UHwgqj0TcoD6ljzxR09uPOtfdkoYhzhmID5DRX43OFTARgU6/I/J5cHcMS0GsW+xSnI/J8gqv04oqAmCUytJt62ysqFUt347r7+FFt6C2kVZvw1SCdGQn7jOy48XHcfmsFpBAXFipMxDWIB9eruXtv7kphLgGPBaGIxVvHLwo3BiRhu/PdO2+eneBdST542vx4zJpXluDTxTJkyBW+88QZ+97vfYdmyZVi0aBGuuOIKXHrppVi3bh0OHjxo63g0sG7ATvvotGJdWdrjQvRX9WDNvxYoEpM6MTeevVB5T7tkTpttOKEVjKJYd7u0FIp7aDsrVhPDkMB6WH6OXtrRg9a+MQyHY8o2hRSsIt+FXKqVCxvxWcPAjNQdyRXrJlYw8r/f2defULWuDQCZbcNnYAUzc1IZ/rhqCX537qGor0jPv9guiSYrtajqfpPBFWQrmARZ4Zc2V0sesBmsyCo07K6sUqxgoG/jEyUvZZL0A7SKdX/9DACAb6wPR7XUWPZYN/ZhGJO+kvEwlhTryM/kboXOqtUX4rzVa5Ju88i6ByEIAubMnZ90u0TVTCYJo73O+rYB9I1FsbCxElOrs1MP/uqmm7NyHoo3SJYI8rltIWzrGoYoJ1afVlOCy46dgXOWSBMvsRz4HguiiAgvIOhjlfZEZ+fnct4sbTtIzuvnWHAso4hUnB5Xnr90Kg5vroaI/KnvkonW0omRaIVyqVAC93lyrZxEufccPOa1p83DpDK/Mla0A5lssuOrrsXHsbjmU3MBAF3DE2kdg+JN3K6r3WLhQinm2NXVZWs/GljPAKcV67wy6HWB/Lqf4zhkcjnKNLPXHMugfyyKGC/oFKoJk5cqiso8vxCUokavWLd2Lwc0VjCA5BlpJF+DVa/s6sHKv7yJ1Xe9i+4RyYPXLFeFksCUeInKf30sKwd+kyjWNe+ROujpLV14q7XPtExaK3uzYLRoYpXhZSx5rJN/mHwtjmV0g9N8+u65gthlmCWENIO0a4Io6gLW8YF1+R9JFevqqgwmIKlLJu18ChVBn87SJRFmVkda9V+islnpjEqrHyxsSMk6WrsXM+647VYIqXyEkLgtypdAk11GwjH88PHNAICmquxMllKKj4Am4HX7BUux7tKj8dxVx+LoGbUAgJEID16Ekjz380dNw7dPOgQzc6QwJMG9oI81TUDvtMe0EW2fUZsfhljXSWVwVrEOqIFJs8T3XiTZ5EJ6inXpr5X4rLK6Lg8Fg5njTrAy6OMQNhkjpoI8E5n070+b34CqEh8m0gjsU7yLUezmNV544QVce+21iMViuvc//vhjsCyL6dPt2SLRwHoGKMuvHarUjRYGrpCH7Y8ginHxGqLWvWrtBkuKdTFJ40+h5Ava5a41Jda8WIllzFObu8ALIsYjhRNY39Y1jCgvYmA8irZ+KfkibzLYMVpRaOsDVmMrpcWszjhpTh0Oky1YBifMvbC1xzIL2AtiftVDPguKdYKpFYyscjZLXkoxhySBNEsIaYa2y6D9mYy3n6rsShJYl3uFvAj4J0uKdTYmBffJc/S7F3fhxud3oHMoXllkZnXEmQRGjM+GlZV6DJO/dVWx09DYZCkIkMjypVCtYCKaIMLX5YSJ2SLVKgNK4RDU5DApD/pQU+qHj2NxVEs1AOk+NMuPkas6VxtYV/pvmnibGtB1pz9BrsNHBwbxzJaQ8p6fZZWgt5n4IlPI2DaaJ4F1kkfI1AqGrJS3cf8oloEW+gOqIt7y4QsGt1bhl/hYhNO496K8AD/HZPw8lvhYGlgvMMxsQN1kYGAA3d3d6O7uBs/zCIfDyuuJiQls3LgRK1euxPr16wEAjY2NePLJJ3H11Vdj06ZN2LdvH+6//37ce++9+OxnP4u6ujpb56fJSzOAcbhSd3MGXp0EyD9Ek0DURcum4ZfPbsfevjElizXHwFTZQI4BZO/BplDcYMnUKvz2nEUIxwQsn15raZ/aMikA/+jHHfjk3MkYNQ2sO1rMrKF9zKOG5blapxzSSTdawbBywmOz72+mRirxczh7cRM2HhxKGGjWBtbNtskkeWkusJKwNVnDwjLSUvKP9g9Kr70qW/AQzS3TEerqtO6BrJs4Shy8Vl4lU6zLB3t3Xz9KZiyV3otJAXTy2/17mxRomFtfjs8e3qzs+9jHHegdi2JajT7xlNmScKN42cpdwWks4CiFSSJRuxcU61s7h7G+fQALGiqwfIa19jcVpE365NzJqNXkEcoGqVYZUCQeWfcggPy+XucfNgUsgMaqEjRVqpO1qlUgb77aiMnNKqHXZZ/noI+LS6gNaKz6XDo/6aZ0j0SU17WlfgR8bFxf08nuHFGsR3Ngv2OV3T2jeOzjDnAMgyc2SQmQfSb9OvKWnW9iJwinJC/1QNuQbdz6xkE/i3DUfmA7JohKzqpMKPFzGBw3Fy1R8pNsK9a/+c1v4t1331Ved3Z24sUXXwQA3HjjjWhubkZrayvGxqSca0uWLMHdd9+N2267DZdddhlGRkbQ3NyMb3zjG7j00kttn58G1jOA3CTEq/it1j7c+dY+1JT68euzFqLEby+rsWIF40LQRQmse6D92dU9gt+/uAscy+CnK+djSlVJ0u1FxDeyJ82ZjEObDmJL57Cl5KWqx5NDX4JCyQEsw2CZxYA64fzDpuLtvf34+OAQrn1iMyZMOk1O5YnINtpSE+WfWcfcODDTBt85NkGS0QSXJJXnuE6xbjI44kUxr1TbljzW5b9mX4tlGUzEBDy7VQrGlvrpQrlUNDQ04cP337EcWGc1U+dJFeukHUwWWDf8PCNvPgAWkmLd2A4b74k739wHAJheq7cPMFsSblRBHjK5PGGZlLIx3ujDUKwT6upU/m2lb0tWgF68bBrOXzoVj27swL3vtXti8veWl3djV88oKoM+PHr5MY4c0w3VK8VZHl23FkB+B9YPnVKFQ6fEJzwPcNI4NRwTIAjxwQ+Gyb7VxoGBcdz88m4AQE2pL04YASTvcziBsY/2zy8vQ2mAQ4BjEHHVCsb7ivVHN3bg6S163+ELjmyO245R+t3Wj00mVq0E4bg0AvcFg0sq4KCPRVQQsa9vzFaiSaJYd+L86Xi8U7yLmT2rm9x3330pt9m+fbvu9fLly3H33Xc7cn46ws0A0vD+/sVd2NQxhLda+7C3bwwfHRhE+8C47eORPoMDdVMcXkoa8EH7IHb1jGJ7aARbOoZTbp9oGSLHMnKSF0F5TWbNf/70NuzpGVW2JUdg6fCFUmQEfCxOmD0JAEyD6gDgYXFMUrRVg5JQytRjXfpLxira4DvLMDg4OIFYgoGMseokdUxb3xj+vS2kq2eA5HYXUvm86zVnhrXkpUQ9Fv/FtAPUpc1VOHbmJIdLWDhEIpG4f9c3pA6uawPX2lvulV09eGD9fuzrG0N7/zg6h4hfu7SRNuipHkv9vWLDPRh8a63y2njfGtXFEzEeU6qC+MUZC3TvG3McSGWV/n3L+Uvw1JUr8Lkj4gfmZmWjVjD5RXdIf4+Z3XNaSDXMsQyqS/3wJUkwnW2I/ddEzL4HbSLc9oqmUJJBFOt//M9ujEX5uBVlLLI/mTkgK1bryvy4eHmL2n8zmZh1K1hjvA5EKOfnWPSORvCHl3a5rFj3bnCRBD4XNlbi1HmTcd8Xj8QR02ritlMU63aSl6ahWM9XYVAmuJG8FAAqgpLe9rJ/fqjY/KRiLBJDW/84fJwzivWJmICfP721KH/XQkSJv3koDukmNLCeAcfPrkO17Hm8vWtEF0RJJ0t1NjLnOuUHnwnaQUmiZd09I2Hc8eZe3PNOG6K8mDTjeESTNOOolhrl892agBdVrFOKGb+mw7N0ahU+e/hU3efp1FfeQC03qQcUL29NpcEZFE/a4LufYzEW5XGNnEDOeGTjZBwJrD+5uQu/fWGnkniOkMoKRhTFvLJDsWIFo3xi8rW0de5nD2+2vZKrmIhEwnHt/xVf+1bK/RhlAKtv49/e24+73t6HSx74EP/1jw9w/TPb5A2lgbEx6AnoJ0KEsSHdZ8aOsW4SSZDU8o2VJQk91rV3EIkb+DnG8j1BkqdS8gftZBHLsilXYRhzDVlJnpwtxmQbNSfH+2rwIH/aBErhQALrhBUz9SsiczGZSTyWz1rchKoSvy6hNsHtvFlGxTrpB514iOS3++9tIVcV6xEPq12ImO36z8zHj06fj6nVpabbkatip+q2k+SeXPau4XDRBWHdWrFx2bEzAEi/2YTFwPo3/9/HACR/9EwhIrDX9/QlFIJR8gvyTBdL/I0G1jOgoTKIX5+1CABw2+uteGF7t/JZOm2i6kPk4t3ngbZHu8wnkQry39u68a8PDuDe99oBmE82kIaXzOxzDIMZk8rwvVPmADBP4lYsDzaFokUbWA/42LhO60g45onAhV20RY7EBDyy4SBe2SV5c2q/YrwVjKhsc+XxMwEAO0N65bnSUTfUGZzBK6NvLIqwdrJQ0AcbX9gewpq738PX1m7AeJQHL4qmym6vQu6VN1v70DUcTrqt2bfStmcBN5ZjFRis5v4KhTot2Q9ok4QlG19+4pA6nL6gAeWhTQm34VgGwx88iXn15Rjd+GzcZ1q0gQ5ixRQwGVwpinoTxbqd/g45PVWt5w+RiFRnhEwmccww3hdmiW9zgSCKSmDdyftPVXM5dkiKC+zauT31RnkIycEDAF9c3oKvHDND9znLpA6MDk1E8Z+d3dh4cNCRMpGAXolPmnDlDP03QJ1AdmsVstESjQTWv7JiBpZMrUJMEN1RrMsnfmxjh2f75NpVRclQFOU2Ag/KxKqFi0p+k00dw/i/N/ZaPkchILokxJxeW4aT5kiTR1Zuv1d39WBvn+RVfdUJszI+/2cPb8Yxcv6SXLf5FGdwYwLSy9DAeobMnlymJIKJmQwa7aAN9jiNl+5nbWA9UcchYlgGZx6wkf5GNYp1QL2ptTPYyawKKJRCR+t95+fYuE7rREzAdx/5ONvFcpQIL+DdtgEAwFEtNaguVQeMxoAcmfhkWQanL2jAspYajEV5PLB+v1JXJFqib7ba8esPbVQGgzGDYv2dvf3oHY1ge2gEBwcnIIjmx/AqAY5V7p8/yb6nRhLMQQDQd6Z8DiQ3KmRYVq/c7k5hm0FQFOtIviz6eyfPwQ8/NRefO+NTSY/X/8Lt+MsFh2Ns47/15TP8wP3jUby9tw/7B8aVNtts8oSs0OB1bbL5MZOhJkG1vg8leySzLTrQ3mbpGMZEV6wHFOu8IOL6Z7Yp4SEn7z81OEf7pl4lFOpEb08o18VwhfkNFbjx7EX42cr5uMDEjktKXpr8hv/b22341XM7cPXDm9A1NBH3+T/Wt+OHj23Gc1utXUOiVC2R87GQboM+R4f0163HJm7VlaahCiiqcqmcThZhUrnUb31qSxe2daW2Ss0FMVmxnqo/p1rBWD+2Uv9b6CrWlgWU1bcH0rDfzWfcXOdklizYjPb+MfziWWnCcdVhU3DsLGdsHsmzRvt5hUGxiQfoKDdDgj4Ot6xeEvd+WlYwWTD490I9ZSWwbnzfimKdXDfGROFUbA82haIlkESxPrdeShq42+AVng9oO163v7EXO0IjAIAbzlxgnrzU4LFOJhhIkp673t6HTlmVTRJ2GSfjzAYTrb1jyvXT22MIGI2oanbiWZhPM/d+jsXNq6Q2bsxkaeiu7hHc8JzUuTatpzVvOZHcqJARhPS8m7UBZwHS8/67cw/Fb85aiOPkwc6UqhJUBKXAvd0kfMQX23jfPrGpEz9+ciu+tnaDsnw/YDJrxJkMsDNRrFMlkzdJZlsUiYQRCARSHsNoiWimVs0GT2/pwo3P78D/vrYHt7/Rijf29CmfpZrAsoMq+qB4le6uTgjGhBIFAsMwOHpGLU6aMxmlgXhLLsaC/VbfmGr39OjHnXHjt/vea8f69gGs/fBAyvIIoogNsvI9KCvWzQJ96sSsO0+OVnzCsYyub0Mmj8kEgJOTYquXTsVhU6Uks15N4kjEIz6LinU7dbfdfsGXjm6R97N8ioLAzVX4ZtZLZgxNxABIuRC+uLzFsfOrOYOK7EctUFQrmOLo5fhyXQDPkcbvbrZkyWzg1zsawb6+McyeXI4ajZqSYGem1i6khF6opqwE1o0VqtnzSCr/DlkhoSjW5eunH8ST4xTHg02haPEZ1DbawPrKhY1gmRBae8dyUbSMMC4xJUmvjHWyUTFrnMS84rgZ2HhwEDu7R9WkUQkkIdpruaCxAke11OAf6/crdZm2TmvrH9cF1kfDMd1584WFTZVgYB5M2tWtTsgsm14T97nWT96fT1L9LPPIugfj3rOSuBTQepmKgLwiguQbWTa9Fj0jYdSU+ZO2f8agp7Y8xIs90dLv0QiPsYh0b5tbwcQPsJUkZTZmu3UDPmrV7zlSTdgEAsGUxyB1M6nDc+WxfvsbrRgJ6ye6vnx0Cz7aP4gNB4eklUcOVONueeVSnKXYPJwJ2gSUpB6P8QI2HhxCaDiMqCCgY1BVqa/98ABm15XhtAUNyntkVbGVZIjPbOnCU5u7AECZCE6W/No9xbr6b2MAmfRjiAWgk4ItP8fiyJYabJTrGC+i+KCnqADTUqzbFBhaVVcXEs9vD+HNVmmi141V+GbJgntHI/j1v7cjEhPxrZNmY15DhbJi44xDm3QrhDM/f/H9poUM+RWLRVdFA+sOYDbYNGsQv/vIx9g/MIGFjRX48+eWmuzjnmecmj3b8UPb4uENB/HiDtWLPpZABWIcRJmFY8h1/+N/JHsCoiIg10+EiD09o3h440EcGJA6fnTwQilGtAHNoI/VDRRYRurIJHoWc0Vr7yjueHMfgj4W3z35EFSVxHfcSH32nU/Oxi0v71HeNwbrjKpH4ySmj2Mxv6ECO7tHlc+UVS6GcxqXBJNrGTUJrL+9t1+3b89oRHfefIJhVG9NLVH5vrnutLmYVhOfxEpvBUMr4EQ8um4tACn4eN7qNXjnrddSJnokaK1gBFHUXXOOZdBYVZLyGNqgJ8MwSnm0JBvs3r9+v3Qck8kTs4GSumokZdHU49AlwnmLIAhYeea5aG/bl3w7gxWMGlh3s3TxxHgRlUEfPnv4VNz9ThtYBljUVIWNB6WEvlKgNfP6THQ5QEihZIKqHlXr6qe3dOFPr+yJ23bFzFq8vbdf6edI+6mVtZVkiAfkIP1xsyZh+fRaAKp1XjYV69o+pLHfQiaPiUjMacGWdjLDi/CGyc9EqBPqNo5t0yIuneB9vvOinM9vdl0ZykxWmWQKaXO1z9umjiFsOCC1fe+19UuB9SSrFDOB1dQ5lPxHKDLFeh4O772HaWDdpEboH5PUlAPjMdPjKB2FAg4+vLtPH2hKNFgyKv5TWQwAwMpFjfK20mtBBJ7c3IlntoSUwRC94SnFiNaCI8Axug4xwzDwcdJyXy915F/f04d39/Xjtd292Nxh7jVJShvg1M4lg/jBltJRE6RBwT452Y52ElO10yDBd/POgFH9T6xhYryUPJUoSc5ZEh8UJZOA+eg1zjGMaRIqokZLpEbXNmdUsZ6YUFcnAoEgAoEAVq2+0JK6l8BoBuLpPMLGxJKs4f6slwP8ybomL+/sAQBMroi3+zAbKJF5PDuBEbIltYLJD8iKi59cezVEUcSvbro55T6CYSVDrpKX8qKIqdUluHh5C5644hg8dvkxWDa9Ru1fOnQeZSKBmsF4FnIfm60qKnSM/SJAStgOAIc2VSrvlQc4xe96QpPMXZtzZjya/KkRRVGx87viuJlKAJs1CdC6r1hXtcDGMb7isS4HFp3u1ZAze0vqohITRDBInbw0nQkCSRhgPQiXjt1MvkPawv/93NKUv0E6mD3z2rx35G217+/0xFLx/aaFjJtuHF6kSL6mu5jN2sYEUVkmRiCVRKJGhs+KciW3FRX56jecuQBAYsW68W2za6JtUK48biamyKo87XLxKK//vsUyY0ahaJlVV46WmlLUlvlx+LRq3bPDMlpFd65KGI9W+W0W0AXUulTbsTPraGo7ar9/cafio65dyqqdkJNPqnuf4NNOUvhY5XVUEPHanl4AwNEzavGtE2fjsmNnYOnUKsyRfewJnz8yPkmY12EYxnTCmFjnJOpcawOn1GM9Md2hTp0dixU/agKjrNKS/rOr4kuVJLVBDiyV+pOro5ZPr8GFR06Lez+ZYt2OkIAmtcovyIqLxx9Zq9TV561ek3Qf1WNXek0GY396eTd6RsLuFNQEUVTLUBbwoSwgLfAlAfB08iiZnkf+S7um3qWhsSnhKp5Cx2wiiQTZLj9uplInl/g5pX2YiJrbfUZ4IaGl0/++tger7nwXH+4fBADUlmmTz8c/c+kkv7YLaZvirWCk15s7ZcGHww+vdqLci8QE0dLqw3QmCIwr7lLhxbGL27h975PLrw2fRDQWvqSNVhLWm9j/ZQJVrBcWbrpxeBFqBWMgHb8qs0DOT57aCgD47OFTcdUJswColUSiRsaYUM9pGOR+QKp4LcmjpUQqpHjFevw2iQI2rKYjaJzxLODFABRKQmpK/fj7xUcqrx/d2KH8m2EYpQ6LCQI41hvmxbzJIMqIWp/EK8+1aD3WO4ak4My3TpqtW8JoDP6Retp4NK3qOsAx8JNrx4vKCpzfnLUQDMPg80dNw+ePmobukTB+98JORHjJn/CQyeXIN1jWvO1SE1mZd661vw1VrLuDOhB3V+Vz4ZHNmFwRwPBEDA99dDDu8yOn1SSY2JL+fiz78h7WXJ1W8lKa1Co/CQSCGB8fB5Dah121gpF+7KmyYCImiHhlVy9Wy6pYtxE0ntJanLYjUq1gaOfUy5SUxNucFQOKtaZWvSoH2YI+Fkubq/BB+yAWNVaixEcC66qozBhI/69/fIC/feEIXV9gJBzDwxukPumcyeU4dV49KoJqeELxWNdOzCZILu8kLAPwiA+sV5ZIZXt6i+QFX+ovrsAiL4gp/dWB9CYIBMFeYN3rkxBukGg1rVNwJhNZ2sA6bwysO24FQxXrhYSqWC+OPg4NrDtAsqU4O+VlbYDawUjUAGRrFjKXEOUpCUbxfILAepzHenzhEwVstMuY4tQRHrgGFEqu0SoM/CyjDByynSAuGWZ+mnHI7+sV6/GbaQcqvCDAxzI4d8kU023IuchfY+e1qTKIVYdNQddwGGcvnoL2ASlgFBMkNRbHMnH71FcE8fvzFif4EvkBsoCtPgABAABJREFUC8b0d4ikUKyvOmwKOIZBc00JJpU5l+CIoqLNoaJV2tpBmyg1kQ1NY1UJLlrWgn19Y6aB9WCCAAPpUBMrpCuPm2nbS1XaVh9gEUURQxMxVAR9riyJpmSOYDN3hzF53aFTqvCj0+bhN8/vwGjE3EbRaURRhCCaT/qQdwSHVn+q7Ywjh6O4RPO06bkuQk6IW8kHvVL1d+cciggvIMCx6JJXAj65uQsXHjUNU6pKdFYwAHBwcAKD41FMrlDbmM4hyVd95cIG/ODUuXFlIHP2j2zowCfnTkZ5wJcVxTrHMIhCVIRghM8ubUZDRRATMQEsgFPm1Tt6XkYzhvUivCBaEgCmM0EgiPYsI9T6uHhw+943C2yHTa1gkvf9Mz2/V+9/ij2MqxALHRpYd4BkN4s2bmxMnGfE7VlIINdGMGoBfKx+gGzEGOBLpVj3JbB0MF7rYlmKQqEk4/hZk3DwyGaAYbBi5iS8uluyMDEOgnKJLrCeaBv5E+3AxywYolVgJFrGGu/VKJrWFgzD4BsnzlZek0FhjBchiNYGHPkIw5jbH8TkRi6RauXIlhoc2VLjZtGKHnLHifL/rPYh6jXJUbWJUlNZ0iQKYgcTLAk2trsdwxPKoMmOOo2cdkvnME6YXYdf/3sH/rOzB3Pqy3H7BYdbPg7FffrGIug84hJMXXopJl77G5iPX7a0Hxm+a++LKdWSan3cQvJDJyDVnFm8wOlkeeQwtG/qXc5bvaYobWCABH7LmqSFDMMgKCvVq0rUkMLtr+/F9WcsUMZyJ82pg49l8eKObt24eF/fGK781wYAwKQyc/uzGjlxfWvfGF7a0Y2zF0/Jyni5NMBhIibEJYisLPHhzEOtJRZPB6U99053XIdlK5g0AqS8zT40I3vhO2XNlQ+Qr+rWvU+GU7rJNK0VjCBiV/cIbnlZSmDstGJdsaIpptmSAiadvn4+Q9dlOwDDMAmD61qVOqmkzBoZQRSV5F9u3ny5bqjJ6X1yRZwokGdcAmSavNSQRNC4rSCKlixlKJRio7rUj8uOm4nLjp2ByhJV7eklxbq2U5VqlY9fUxek8lgnqvL4bdRjPru1C5sSJEw1ovVYl45tabe8g2UYU5UmUa1YGWhR3EF774qi9XauocE8OFDf2ISQ7Ltupl5P1EchVgBx2xueiaHxqCZ5qbWyAlACHD9/ehv6xiLY3TMKANjbO2b9IJSs0No7hlhpLbjyGvjnHo+KpZ/G+rb+lPupinX1PWK1kCr5oVMk8/8n/Uun2kq3kzBSMieVfVEhY6ZYjyoWEPqbtizgw1/WLAUADExICU5VqzjGtJ/Z3j+u/Pv0BebK76Om12DNEZIF1HhEwEf7B/G3t9uk8qX1razx85ULcOXxM/GDU+e4eJZ4vGyF8cf/7EL7wLhFj3UJO1/Drsc6INXTHhq6uI4oJ3h1C+P9J4qi0tcCpMnvd/apbflsh60tycRKotxalPyCTKQWSx+nQEMA2SfRDKuZSt2sAdgRGlGWVlcE3fE4lgYEua2oSANLGuUdoVHTAUqcYt3kWNqGRW8Fo57LOItdLDNmFIodvBhYt6JYJ/hSBdY1CoxYgsC6dkKOeNAvbKpMWU5S98R4IWHQvhBgmfik0gCUBNHUPz0zIpFMEjOq966IzDt2DQ1NcjJVc0uYRCt/EynWg4Z74+VdvUqiXztt8pePVu0YhsZjccnJKd4hqpkZDRxyDGpP/zp++PgWXHzv+2jrTzwRYua9T5Iivr23D+MR91Xryfz/1UG/M1ArmPwgVdLdQkVVrKvvRcgqNZP6fl5DBcr8HMbk55QX1GeJdI2MCU0B4JsnzkZLbVnCMhzeXC3tK4pY3z6gfOZmvpolU6uw5ohmzK2vcO0cZii+4Vk9qzXeau0DAHx6YWPKbdkkdeXDGw7iN//ejjdb+yCKIp7a3Im/v9OGfX3jtoPGLIorCCuI7q7UMFr4PPD+fry+p089v6Da7P72nEMxrcbZ/BPKZB5VrBcEVLFuk2eeeQZf+9rXcPLJJ+Pwww9X3v/Vr36Fvr6+xDt6lHR/9kTBFKKY1iqnzdSXo3InZNakMpy/1J3kTF64pUnjVyIrkDZ1DOFvb++L286K0lzvsa7+WzvbGq98T6/cFEohwzmswnMCfZ1pvg15P2XyUo03c0LFOjkmpOsQ9LG4dfWSlOUkQf2/vLEXncMTBWwFw8TVp09t7sTjmyRls9M+i8VGJBJJe1/t7SwmSLqYDmY2MEC8knfJ1Cosn16DRQkmos5eMgUXL5uGK4+fifOXTkGzbO0xvbZUl6QuFfUVQZy/VMqNEI7xSvDWi8q+YifRpEfH0ATe1ajdjKiJrtT3yD3SPRLBLa/sdqyMCcuQZDWF0wl0leSljhyN4hbFqlo33u/3vtuGN+XgaqLJ9LIAhzE5HwIvP0w+TqNY1zw76sR88idAK/4gx/zzZw/DpHLzNiqfMZvM8AqCCDRXl+DSY2ek3DZRXSmKIv7yeite3NGDf6xvR8fQBP74n9247712AOpEqlUYhikqKxgRoquqWKNivUO2u2yRA+iCqB17uXB+1rsrNij2URPS57Yc2SJtj/VIJIJvfOMbeO211wDoB3NjY2O4//778eabb+KBBx5ATU2NI4X1MokC66Sy11b6ZvU/+fyTcyfbblTskPNqSi5Ac3UpVi+dgnUbOhAajlfqGWcqkwXLgCSKdeV8JQj6WBxFvX4plDhS5TzIBfo6M4EVjPxX+/yb1cUk2H3nm/sgQkRNaXwSTa1iXRSla2IlQFkvJ+HiBRHjguhq/Z1LOCa+/fho/yAAYH5DBaZUlWS/UAVGvawUt4sxr4iduPoj6x7UJS4lRCLhJIp19QQLGytxy/nJJ6AaK4P4ygp1IP71T0jPGQP7yiuifo/wohJY91C1RZGJGgxSxWgY/3fR0bhq7Qb85fW9KA/48JlFetXj4HhUCa5o+3cVQR+uOXUufvfiTvSNpT8BZRU+icJKUfM5FMghR3FTgUihpAvx/if3KbGAWLmwASUJViiVBTi09Y/jz6/uwVmyF7mPZTXeyeqzExNIAsTkETptYJ0E4wt1daDTk3dOIorWV2UmmiCI8qo1bowXFYuvmlI/LjiiGYdOSb1SVHcetviSl7qrWJfHQvKPRPIoXXrsDFz/zDadaJFxYUqY1azApOQ/yVYAFiJpzzXdcccdePXVVyGKImbPng2fT43Rj4yMgOM4tLa24s4773SkoF4n0Q1DGg+9rYGJx3qK4zgBg9wPQNVBBPCFZS0A1KWAWqwE+Boq1UF/Q4WqWtB5rMs/wG1rluKvnz8CCxrtNdgUSjFAOsreSl6aehui9tNZwZjUoZPl+iHCC4jy5smR1ICJVP9YrYvnNVTgutPmqucv2MFevCqItGu/PGOBkjeDYo1H1j0Y929tAlE7kMHN1s5hdA2HbQ26Hl231vS8yRT0WsW6L82VCixjbeLKCLEfCMcEJcDinVqreNDev2YY+3UBVsTMujLMq5esG97ZG69a//e2EAbGJW/m2jL95Oen5kv+y3wW7H9IvZYsX4fTVjAF2mxQ8hxjkHcswqMy6MMPTp2bsP4+ekYtAOCRjR2IyoFzjmHUJPLpKNYNqw6t7JOvOJ0g2UnsTNwnmiDQtg3SRIn0+lPz67HmyGYcOqXKVplYMJ68Vm4huO2xLnflSRwmKuitn0RR9c025s9x8vweGo5SMkDt4xRmfW0k7UfiiSeeAMMw+O1vf4unnnoKFRWqB1lDQwP+9re/QRRFPP/8844U1OsktIKRawZ9Ir747UjAwtX7zgP3tBJYh9opMlsybLSkMLu85x82BX+/6Ag8+F/LdN58Wn+wZAMkCoUiQQLToeGIEtjINbwNxbpPZwUVv92Cxkpcc2ry4LcaMJHUGHbqDK3HYKFawbAsE6cKUjvXhfmd3eTRdWtN/10vB7nrbQTZyS1HvGcrbdirEIwewonU6oD+Gct20lri4x7heZ0qOlGCY4o7aO9ZsyC7UbHeMKkGAY7FLbK91ng03iudWCJ+/ROzsMQQXOFYafooG6uqki1dVoUbTp1L2yumULyFMcg7HuVRGki+Ku+qE2YpwfWDg5KNBJcgeSkJstpSrBN7GTeieh6ATJSbJYvPNXaSiyaaINAF1kVRl+A2HRjGuRVE+YDdVYl24QxtXMyQrFirWHdjvOPl5L0U+xRbgva0W6WDBw8iGAzi3HPPNf38mGOOQWlpKbq6utIuXD6R0ApGSV6aPEjkZiVFcGPJjl3URE2M0pEyDsCA+GtkpoxgGAYttWWKFQNBXX4mKoOwQg12UShOQCa5fvj4Zqy+6128sD2U4xJZS15qTIYMJK6LZ04qTbqN1k5DFO0pCAMprGgKARbxwctstFvFRoNsy3LUsmMQsmgLY7z8N5yxwPL5Ql3SObQewuetXqP4q5vZxJT4OSXAPaks3lbJTYI+KagzHhEUJRVA1U3ZJlJWj/VtAwjHeDy6bi32D4yjrX9MqSMiBsEESTIY4FiwDDBmElgPx6S+4ILGStM+H8cyWVlVRYI0yaxgnJ7IKdBmg5LnkOfw3X39eG13LwbGoyizYHdXJufR+uWz2wFIQTmzwHo0jcA6saZId7WU11GSl3qwTbMTWE80QaAV02kV65msfvPiJIRb2PkN0kEbQwHU34v0vXhRdDUhpTF5KiV/ae8fx6//vQNA8SjW0/ZYLysrw9DQEHp7e1FXVxf3+bZt2zA+Po7q6uqMCph10vzdUyrWUyTiM0vY5DQiROwfGEeMF3K4bF/98n75mhmXDL+zrx/vtQ3o3rPzs+j8ZpMkoaJQKBJnHNqEsSiPruEwPmgfRHv/eK6LpJ9cS9jBIitSUge2SacQMFfGaDuTgs0EkKk83gsBhmEgGOrqZAEoSma0t+3DgfY2S9tqJ83n1Zej0aLffairEwf274uzglm1+kL8/EffQ/O0GaY2MQGOxd++cAQ6h8KY31AR97mbkID+b57fkdXzUlQ6hiYQOvxL+OHjm3HRsmmYqJ6OL9//AQDg5yvn48Q5k5VgSf8TvwPX34afviN9zjAMSv2cqWI9HJPeCybwbvaxTFYSbCse66YTsNJ7QxMxBH0R1JZlljyRfB1ag1K8CHkE/vulXcp7VvLIlGi2YRlg5aJGPLdVEmyYJS8NpAiqahPQZ6pw9jpeVuyKaVjBPLB+P46bNQnlASnkFInprWDIRIk/zQAIy3hzEsItJOGPiyJM+dBk/oOsEAlqrWBcjK0YA/uU/OWD/QPKv7M9VsgVaUdXDz/8cADAFVdcgccffxyxmJQB/JVXXsEdd9yByy+/HAzDYMmS5EmtCoWVCxowc1IZmqv1A1pFsa4ZDJhVFdkw9/ezLEYjPH7+zDbXzpEKUVQHEJJqnYmzgnlg/f64/exU3sYAGUCtCiiUZMycVIbvnzIXXz56OgBveK1rqwVJRS6iY2gCI+GY8r7Wn5ZM1PkTBdb9yYPf2gk5XpSSdVpFOygsVPU2y8QniFKCQoX5lbNGKNQJnucV9biKtedQezunUv5pkYLm5j9eJBLRBdWNdh9NVSU4fFp1SlsAp1k2vQaNlfE2NV4MQhQqQxq7sIHxKPigmrumZzSCrZ3D+Oub+wBI3uri+KCub1vi59DaO4anNnfqBs9EsZ4osJ4txbrSrph8Rp61q9ZuwGf/9h6e3ZLZqlySc4kmL/U+8fVz4WO8L2tK/Th+9qSU+5Vp2oWffHo+ptWUxinWe0bCePADabyXjmLdTluXT3hbsW69j0vyZLT1j+OlHd3K+wmtYNJUrDMMU1TtvyT8ce/4iZKXmlnBuNFuMZpJNEp+MxqWxBK/Pmsh5tHAenIuu+wyMAyDLVu24Ic//CFGR0cBAF/96ldx8803o7u7GwzD4NJLL3WssF7my8dMx11fOAJXn3yI7n0SHNIHiRJbwbgZWP/6J2YBADqHwq6dIxUi9EGYAMfqZq8BNUv8j0+fp7xnp/ImW/Jidq4rhVIoEAWQWd6DbMPrJiNF3PnWPlx87/v47N/exaAc2NHWHF8/cTZOm1+PL8mTA0aCmkFYKsW6aHOppd9X+Ip1lmEwGubx3NYQ/rOzG7zgrs9iMbGvdTdEUYxThyfzOdeibR/tDk4jkeT9AeK9rvXUziX1FUHc9YUj4ixo6Bgse/znJTV3kigCIqMG0QRRxKu7e5XXfP+BuP1n1Eq2XH/8z26cf9e7Sl4PK4H1bCjWkwkyjO3C/gFpdddElFcU93agyUvzh26L1lyFhPZ+/8Gpc7Du0qPx+aOmpdxvYWMlWAYo9bNKQEUNjkvb/L+PDip9zdrS5JZiusC64rFemA+NlxXrdoK6x86cpMQd7nhjHzqHJL/9qCF5KQmsZ6JY94AWKGu4rVg3JhmO8qKcI4GV31fbLTfGO6QL68Hbn2KT0YgkhCOrVYqBtAPry5cvx4033ojS0lIlEKH9r7S0FDfccAOOPfZYJ8vreZY2V+OPqxbjt+csQlNlUBkE6PyCzaxgsmBZsnJRIyqDPkUhkwuM393PsWjtG8PGA4PKe7wgosTH6pYS2rkspKIXRRG8QAcsFIpVfAZFUS4x1pl7escASJ28W1/ZLVkJENUEgLMXN+Ha0+bh2Fnmaio7inVBsGcFUxQe66ykNPrdizvxq+d24KMDg1mxMCsGBEHISPmj3TPgoIrvvNVrdN7rXqHUz+GfX16GJ644BstaagAgp/2aYuPl/7yo/FsQRYBhNa/VwMn/XbAU4mh/3P6/OXsRviuLUIYmYjgwMI6NBwfxn509AHJvBZNMkGF8ixdFrG/rx5m3v42zbn8b27qG0zoX9YLJX8yS9xYK2u5Mic/66qRT5tXj6a8ei8cuX4EpsjUZZ1CijsnJiq87bS6aNQngzdDuW+hWMN5WrNvwWGcYnDKvHoCUU+Out6Tg+tcf2qhs45THejHZhriuWGfJeaS/MUGAn2U03ucaNwAXysF4eGKJYp3OoQk8+IEkrCjP8srWXJLRFMK5556Lk08+Gc8//zx27NiB0dFRVFRUYP78+TjllFPyz1/dAViGwdJm6XsHfCzGojxGwjGMauwLcqVYJ+S2rtIHrOrKAxgYj+K3L+zEP768DIDU0HKaShxIT7EuyIr1Qg10UShO45N7VMRTL5cY7bMGNfYDL+/qxfIZtUoozUr9UOrnMLuuDHt6x7CwsTLucxZqZ44X7XUY/ZoBQaGujmENkZ+RcIyuCHKQjALraVrBJCMQCHoyqE7wcSx8HKubEKNkCc0NxwtinGKdLPVPNMnj51iceWgTQiNh3P/efkR4QbEArCrxJUyO6MuSFUwy/1jj6pyYIGJPjzTpK4hA+8A4Fpi0L6kw1q8U71Fvkm8CkFbzeLmuzATt7Z5owisRxraIvCSTYyT59KKm1M8LGceNhnls7hg2PX6hQOoCL04WCzb7xjWlfvxp9RJ8e93HGJqIYU/vqO5zJyZKik6xjgxUsRYg/fnrn9mGb580Gzu7R1Ee4HSrenkX+/7kNuBzPwylZMDd76g5ourKM8tFk09krM2vqqrC6tWrnSiLJ3CyiuAYBkMTMZz713d075sFtpMlS3KSXMeYReiv8Y1nL8Kau9/DREzvucYyjC7QYKfuJvuJkCp/alNAoViDKEa8oVhX//3nV/cgHBNQW+bHcTMn4aktXZiICrAj9mMZBndceLjkEWm2xF/uqYqyn7udCbkAx2J+QwW2h0Zw6BT7QZV8wFiNRnmBJi91EJZlcd7qNWlZrmivvj9N1ZeRQCA/OsKMZrBHyRbqPSaIgKhZsiIIanK6QIpAHAm8R3kR41Fpn/u+eBR8CQJmHBufk8cNkllcxSnWBVHvGWyz7aR5KvKHhgbzwHoho53wsRtYN0L6VKp3M7F0SX1csi+xmfIZxFeFhFcni8U0g6mHNlWCATAR4zEekX7zb580G09t7sK+vjG8uacPgLX7wIxi81gXRXsrau2yZGqV8u8/vbIHgBQY1SY1dVOxTpOXFgbDE5Kg+Jbzl6A6hdVXIZFRKzk+Po5bbrkFt912m+79yy67DL/+9a8xNDSUUeHynURBchHxFUa2fBZz3QBpk5cCUmU9vbZUdz0UxbpmOzuXRVmuJEgdOBr0oVCsQRQjnkheqikD8d49ZW49jppeA0D2Qpc/t/qIMwyTMGCuXX4oiPYn8/73c4fhha8fh6tOmGV9xzzC2J5FeVHJHVKoA1wnMbML0L6XiUJcO8hySsVXnydBJPLNc19jFRGa591oBSNCXdrvZ5mk9xHx1I3yAqK8gFI/i4pgYr1PtpKX2vFYzzSwTvq+NHlp/pIPSU0T2dWksrHJRLFuhExUvbC9G1FesJW00rjJDz81t2CfGTWwmOOCGEh3EpBhGJT4WYxHBcnCEdIKUo5lEBVEvLZHmiwpD6ZnF8EyjOcmIdzE7qoBu8ytr8Ctq5cor8sDHG4+f4nqvS6ImpiVG4p16Zg9oxHHj03JHhPys25lRVIhkXYrOTo6iosuugi33347Ojo6dJ/19PTg/vvvx0UXXYSxsbGMC5mvJOsrkDZAFEWMhGNKMpbCt4JBXJScMSzjIoF1bafJznUh24Z5HvsHJqj/L4ViESWwzgvgBREbDwxiS+dw1pUDz2zpwvr2Ad17s+vK8LVPzNJZPTkZlCDVhAh7PpIExrDKptAwVqMxQZCvEw0KWcFMia59r3maedJdK2gvv1O+s8ZEql6FfN2c92uKCFGnWNdbwUiBZunHCPjYpPcRWV0R5aXgdKr8AD6Wzcpqqo8PSqIgs0fJzGNdm4zPKFx5e28f/vn+fuztNR8L0eSl+U8+JDVNtBIq1Qop7RL++gprybQTUVEiTZq9tqcXr+/ptZW0UiuImF1Xpnh3FyKqYt1bjVomyepL/BwmojzGSGBdYy0CACfPnYyjZ9SmVS6WKS51s+CyYh0AZk8ux6y6MlQGfbjiuJmoKfXrvP9JO+yGywKZaPvvl3bZzllC8Q4TMcmbv9jsmNO2grn77ruxZcsWAEBpqT7pSGNjI7Zt24Zdu3bhr3/9K7797W9nVso8RVvhHDdrEkr9HN7d14/hcEzqTDPATS/sxAvbu9V9XFesu3v8VIiiCMYQWWfB6LzkzD3WrZ+DNNbPbAkBAMoCxbMEhULJBLIEPyaIeG5bCH94aRcA4HfnHoqj5CSB2eDZrV1x75HnmtSrglax7sA59Yp1aiFlxNiRj/BiWhMQFD2PrHsQLKsGIM9bvcb2MRoqgijzcxiL8phbX2F5v/NWr8E7b71m+3xegia6yj4HD+xHYLH0b0GAXrGuSV6aKlBOrGKivIBITEi52oJjGQyHYxiNxFAeyNjJ0pS2/jFl+Xupide7sb6L8SIiMW3/Vf0sEhPws6e3gRdEvLevH388fwmMUBtZipe5aFkLjp01CVVBHxoqMwusnzRnMt7b148Xd/SgdzSiJq20MPDV2koVul9vthXrkZiA7z6yCaHhCfzXihk4Y1Gj6XZCBkKWEh+H7pEIntki9e3LZMU6YdVhU9JOvG4U5xU6gghkuHgkJaV+Dnd+/gjde+S+5OVVvdr3nOTkuZPx1zf3QhCBruFwWjlLKLknHBNQkiBfTiGT9qP53HPPgWEY/PSnP8WPfvQj3We33347fvazn0EURTz77LMZFzJf0VY415w6Fz86fR7m1pcDUBuoPT2jCfdxpUzI7ZJpEfFBcobRdyB4QYSPZXTb2bNl0L++6oSZdotJoRQlZIAT5UV0DU8o74eGw1ktB1nq+OPT5ynvkT64VqHq5MBDe1y7VjDFQHxASaBWWw7w6Lq1EDTJgtOxg6ku9ePhy47Gk1eswHmHTbG8HzlXyERxmU6APxdoVVSU7DA0NKj8W4AIkVUHT31jEbzXNgAgtS0R+TzCC5Ji3aIn+6UPfJhOsS0xJPuClgc4fPbwqXGfz64r173WJmsF9FYw41Feeb3h4BBue21P/AlpAmhKDrhozTmWtuNYBnPrK9BYVZLxOQMci8/IQduRMG/LCqY84MP3T5mDNUdMxSUrZmRcFi+TbcV6W/8YtnYNo3csivVt/Qm3U4Op9s8xq64MEV5AW/84ygMcWmpLoW0ezCYxrcIWocd6LtoLMhEiiqLGb9/589RXBPH1T8yWz+X88SnuwwtSDCFT+7B8JG3Jx/79+xEMBnHRRReZfv6FL3wBN910Ew4ePJh24XKBk3VVfYU0q15d4kNZgJOPr5+JNtYZri+ZYJicLpkyJi8F4htFXpSWmmkbDtaGJlV7CY9sqcan5jekWVoKpbgggfW2/nE0atRJo5FYVsuhJCXVTa5JL8iKF15TZzhRb+sU6zRgHIexaYrykmqFWm1Zwyx4TQgEzJWAdnzO/RyLdMem3SYewen6vWcb0jeg468solGoC4LeY/3JzZIisdTPpuzPGq1gqkqSry68ZMV0/OCxzegeiSgrG52G9EXPXTIFtWXxythPL2zAiXPqMDQexRfufT/eY13TLpHcIIR1GzrwlRUzdEEkmryUkgvef+8t/OTaq5O2S25AVprc9167ojy3al/2mQRK6kIjW/ZmE1Ee7+zrx11v7VPeS3ZOIYNJwOs/swCD41EEfCxKfCx8nL59IDGSdGAZpqgCsLkS/miT6mZyL9g7VxH9sAXEt9ZtxHhUQF158Q0Q0/7GgUAA4XAYBw4cMP28tbUVkUgEwWBmS8fymWtPm4e/rFmKuy86UmlAWENlYawz3K4rGZNzpqJvLIL32wfQN+ZAIgmTyLqZYp0zKNbtXBjtEuEpDqgsKJRiwc9JYaqOoQk8vkkdcI2G+SyXRPIQ1NpGKYp1RTUBjWrCAY91bafRoWMWEsbBb1QQwFPLHMt0d3UmTBTXPG26qULcKz7nLdNneDdBHx2AZR/NMx8TRETK4+/TX5yxMOVhiGL9f17dg5Ewj0AK5eqRLTVYLiev1gaznYQsHkkW6yv1cwjKwfE3Wvt0do76pNtSu/mZRQ34xOw6AGpCLwIxNKO1KCXbPPvUY6aTqm5CBGcA0DsakVcn07tfC+n3Ci5PF9/2Wit++ex2HBhUV6cma0YzyQfBsQwmlQdQEfQplpPaCcZkSatTwTDAcDiGP79qsiKoAMmVYp2c8519/co945YWlObOyW/29kk5Zb60PP3cUflK2oH1JUuWQBRFXHLJJXjooYewZcsWtLW14eOPP8Y//vEPXHrppWAYBoceeqiT5c0rAhyLeQ0VqC5VVTjxinV9reFGIggtDGNf2fXDxzbjmsc249rHt2R8/sSKdfW16rHO6LaxyqTyAG5dvQQ/Wzkflx87M6PyUijFBMcy+OZJs+Pev/e9dry9ty9r5SD1hPaxVzzWlW1ER30V2TjFunPHLgTWHNmMEw+pw7EzpQRTb+zuw3iEpxMQNtAmiguFOhHq6sSundsBeFsh/qubbvZMkN+I8pzSAVj20CjU32sbQKRKb5lSVeLT5eSoT3DvzG+owLQaVfxQmUKxDmjsY2IuBdYtTtZqbdPM9gdUxXqQ41Dil8o9HtWXW12dRetRijuYTehq7ceySW1ZAH+98HDltVPJtguJbAUV+8ejAIDLj5uBOz9/OIDkwXwyaehUXXX5sTNxxXEz8MszFmQUWCeTrVoxUCGTK8W6n2UUa4+d3ZKNsWuK9SxNLlFcQgTm1pfj1PmFm2Q6EWnXZF/5ylfwxhtvoK2tDT/72c/iPhflrMVf/vKXMypgoUGqIFJZGBtOt4MUDOyPPwfkxpf8zQSz5KWSYl1rBSOCY/QBeLtX5dApVekXkkIpYs5dMgVlAQ5PbupCU1UQr+/pxURUwGu7e7Fi5qSslEGUO466OoBYwSgBcO1nmZ9Tu8xRhPuTnPnGipmTsGLmJOztHcNbe/vRKisSqkvcSSJY6Bxob0MgIKn3GubOz3Fp8heavNQbLG2uwoYDQwDiLQ0bElga1VcEcc/FR+HD/QNo7x/HMjlAkoyAYh/jcmA9Rf1vXKlz09mLcO0TWwyKdTmw7mchQFJnjhsV6ySwnlGpKdnAs6t2UqCd0AWkQLsoiohEsps7hzB7cjmmVAXRMRQuyuR2qchWm0bqqnMWNylJl5Mq1uW/Tq1SbKktxQW10zI+zpXHz8KWzmFs6hhWYk+FjAjRlj2uU/g4FrecvwRXrd2gvOe2FQzt1uUnUp60wn4OE5G2Yv3444/HT37yE/h8PiWRgfY/juPw/e9/H5/85CcdLG7+Y5yJNlYaFnK4ZARj9F2xgRPe7KbJS8FAO0SKmSjWi/T5pFBywmnzG/Cn1Utw3WnzlMzwvJPy8BSQCTj9qhX9X0FQ1/s4UT2Qc7X3j+vOQ9EzY1IpLlmhLu+jExDpMTEh3Wf1DU05TxRqx8vda1DBevZhmPihwxeOalH+bVeFesS0GpyzZAqmVpem3FZNeOrOL241QZ928qAy6FMSr5J2MsYLeEr2mw9yrGJ7sDM0ojsO+RbFOgjNJ7qz7EfuFiTQHggEE+b3cJurT5YSkX7vlENycn4vky3FOqmrtNaryYL5gqJYd7dc6UDq4ywOU3IGER7lgnkNFagrU1eWuZVjiaWCibxGmuDKdSlyQ0ZSs4suuggnn3wynnjiCWzevBkjIyMoKyvDggULcNZZZ2HmzJkOFbNwMM5EGyuNbCjW7Y5HyOaONFgmx2A1inVRFBUrGJLYBgAaKovXq59CySW56OAoE3BmVjCkPFAz0zuhUCHBoLUfSnlDqHe4OQzD4OzFTfjb220AaEDIDtpEceTebWhsyrkNjFdtXqxAvThzgMkzH/Cp72nrzvNWr4lTzGZCQA6su65YT1GvaQPrpQFO2Z4Eqz7cP4jntoUAALVlfozIeUp+/9IuzJhUhoVNlbrz0WqUkk38/vjEvNnkqJYanV0URSVrinX5+BzDIMaYr6LXYnU1Ty7wyRHemCCAYwt7FYSQI491QnnQh94xycHA/eSlrhye4jICEOdOUSxkvIZ76tSpuPLKK50oS1GQanmL20uY0vFYV9X1LinWNR7rd8rZyTmWQUNlEA9dshxjER7N1TQJKYWSC8gqGpcEgqYQj3VWF1jX/5WSl0r/dqLWPHpGLebVl2OH7B1Y6MtJM6FMs3zb7VVWhQRJFJcoiamWlukz3C5OQaDmraEjsGzhMwnKBTlVuqYNOq9afaGzgXVZGX7Ds9vRVBXEl46ejnkNFY4dXw2sJ99O+3m5n1O+MwlWjUakQPry6TVYuagRI+EYHvxgP0YjPHpHI3hiUyfueGMvxmRrGFqNep9EuQK8TqirU3eDhUKdKCsry12BKEkhdcs977bjU/PrLa3kSQcyCciyDFhebkeTbK+s5nGlNJmh1L9FEInNpWIdAMoC2v6/OwXhaL8ur5ES7Oa6FLnBcmD94MGD4DgOjY2NymurTJ06NfVGMqeccgoOHDgQ9/7cuXPx5JNPAgDWr1+Pm2++GZs2bYLf78cJJ5yA6667TikbAHR2duKmm27CG2+8gXA4jMWLF+MHP/gBjjjiCMtlcQPii6Uq1vWfc663WAwgpqf0caK9EhHvsU4evvEIjwc/kH77OZPLAQCTygKYRPt/FErOyEmHVclyrLWDMnisa61gHGjAK4I+fO+UObjyX5J/YLF2Cqzg41gEOBYRXqCK9TQwJjE141c33Zyt4uQ1at4aSrbw+eOTjJKANxDvse6k1ZFfnslr7RtDa98YplSXOBtYl2+kVPUawzA4ekYtNh4cxNEza9UJaHn/qHygE2bXIcCxmFQWwCUrZuB/Xt2DqCDgo/0DSlAdiL9mFO+RKFdArrzKrUIsbH5y7dX41U0340C7JGBqnjajYOxtConJ5eoK7We2hHDpse5MsvOCFPxiGUYj+kvczxc9rViXyhQr8MD6po4hTMRy2+8+ZkYt2vvHMbe+QmmPnYYq1vMbKcGu9+qJbGA5sH7KKadg0qRJePPNN5XXVi4awzDYsmWLrUJdcskluOSSS/QF9UlF3bNnDy699FJ85jOfwQ033ID+/n789re/xWWXXYaHH34Yfr8fkUgEX/nKV1BWVoa77roLwWAQ9957Ly655BI8/vjjaGlpMTttVlAaL/m1thFjGaCx0l1lNpuGYp3gxLI0s0OQa0IaxKVTq/C1T8zO+FwUCiVzjEvcs4EIaRJS28LEeaxDmqgDnFtyNqlMVWL63Z/lzGtm1ZVhe2gEU+lqIkvUNzQpQYxQV6fSf+rO04R4XkFVrOe4IMWE0WNd4HWBYaPHupNWRxVB/bAlHHV2SoW3ETy68exFyr93dUve6aSfzMtLvLTXgtMEf0h/98RD6lBT6scJs+scKD0lF0QikVwXwRIPP/QAfnXTzQgEgor6vr6xCY+sezDndmQUlZbaUtxw5gL89KltiAnuTRnzoqgog1XLx2TbS3+9GC7jiiSw/sPHNwOIbwezyZeOno4vHT099YYZwBaxYl0QRezpGUVZgHNttYqbiBZX/RUqtp5M4w3u1g1fVlaG+vp608/++te/ora2Fr/61a+UYPtNN92Ez3zmM3juuedw1lln4emnn8aePXvwzDPPYPZsKUD7i1/8Aq+//jr++te/4pe//KUr5bZCXPJSAA0VAfzfBYcjwLEoDbjvDWa33VH9z505v3E+RgncyScoy8I1oFAo1siFYl2QE5/orWD0AwBRFOFo9lIAk8oD+NoJs9A+MI7TFzQ4c9AC5ZbVS9A7GkF9eW69WvOFhkYpsP7IugdxYH8bWJZFJBJBIJD765dINZ8PqH2q4huA5QqjqIYReZ2Czk319dmLm1Dm5zAwEcX97+1H2GGvdXIb2V3ibmwnSYCH4+InHHheVLb77slzUFmSuyAJJXMEQcBFa87BP9Y+nuuixKG1HYtGJV/kSCSChoYmfPj+u2ieNh2PrltLA+seg4g83Ox2k3xmAJQ+dLJ2dFPHEABvrq7x2RyndA1N4ODQBObWV+Q0SG0HURQxIU8k/+DUOTkujbsUs2L9kQ0duO31VgDAnZ8/HLPqynNcInuQ36xIBevWA+vnnXceKioqdK9zIfN//fXXcdJJJylBdQCYPXs2pk2bhldffRVnnXUWXnvtNcyYMUMJqgOS4v24447Dq6++mvT4bpvtk2t24/M78NtzDpUaMYZBdWn80lp3zm9/HzV5qTOKdWMRSJlIg1isy0coFC9COtFZzc5u4vGi9P81HS6ymZPa8tWHW7cuK2YCHIspVVStbpXzVq/B5o8/wqPr1irWARMT40h/DZkz1E1uKAjVfDEOwHJFZXUteO0bAq+bBDUq1p2kqsSPVUunYmBcDqw7rFi36rFuhLSTj2/qxCGTy5XAus9Eya9VrLt5rSjZgWVZbN+6KdfFMIXYjmntaiKRMEJdnZiYGMfQ0GBeJ68uVFQFufMNW2vvKEbCPMIxQam3SB860dm6hsP47Qs7AQClfu+J3+xYwfCCiMsf/AijER7HzZqEG85c6HbxHIF8taXNVaivCCbfOM8pZsV6z6i6AqprOJx3gXVVsV6cfRvLgfWbbrop6etsMDo6ilAohOnT45egzJgxA3v27AEAtLa2mtq9zJgxAw8//DDGx8dRWpqb5RULmyrxn509+HD/IDqHJiACyGYTxYCxXVGRzR3zWDc8bMR3XkmkUpzPIoXiSYxJ2bIBSXKsDZgzcUtWRWXQQSfjKF5n1eoL8eNrvg1AUjgC0oR/IJDbAdKcufOx+eOPclqGTFA778U3AMsV1dU16NO8ZkQha4p1AkmWOhHjU2xpDz7NQeHUqhLMb6jA9tAINh4cVHzffWy893xMUBXrHM3+THGRUFcnhoeHlDaH0NDYhNY9OxGeGM9RySjJMK5ud4q2/jFc9s+PlNeVslqbSRHIHwnHAEh12BeOmuZsoRxAqVv51BcsJghKcunQsLfzI2gppoBlMefO0T6D41Fn+zfZgPxmRXCbmpLW+pdoNIpLL70ULMvirrvuAsc5GxrevHkzLrvsMmzbtg0cx+Gkk07Ct7/9bcRiUsVeXh4/e1NRUaEkPR0dHcW0afEVP1HcDw8PJwysM4y7N8NnD5+Kvb2jeHpLCCKkYLWPzd4NyDBq0MrOPoBUqTtRTsZwfsUzWdNoFOsDSckN5H6j9108RAkiCM48/1YgSY61Vr6sXDcT63Nt/9/teptS2GTr+Y9Go2AYKbAeCARQVlaelfMmozvUiUgknLIMXn3GlAAEvFm+gsTECsbose72bxH0Sw1BhBcyPpf2+SftCmuzX+73sfj12Qvx2bveQ1Rj9eLj1GtB8nbEBEFRVvo52t/NFxLVgWRy1Iu/Y2NTE/bt3QOelwKIP732agQCAaxavQbvvPUaAO/W7dnAq31/VrNS1MmyDYxHda9JXa3tV5ufT6qvzlnchLqK3NvXGVHGKUh9vbSh95FIzHO/fSJEjWtPvpQ5Xcj971TcKRFefP61gfWJqABeELCndwyTywOYlBfWm+7G8rz0W5mRVmDd7/dj+/btCIfDjgfVa2trMTIygksuuQTTpk3D1q1b8Yc//AHvv/8+/va3vzl6LjNqKoKY3Vzj6jmq5SU8zQ0V4FgGAT/n+jkJQT8HNhyzdT4lORiQcTn9Pg5cTNAdp1y2wZnaUAkAqCwLZO16UChaZk2tyXURPAdRSQT8vqw9l34fBx8Xw9TJqv1YVblUL4RlBWBleQBBWW1ySHONpWRzFEoy3H7+GYZBadAHhmHwla98BQ899BCAzNvVTJgxfRp6urtSlqG/N+TJdrlK6U9VYnZjZY5LUxz4/fqhgz86gplTqpXXFaXZ6cMFOBYbDgzh3vcP4PpzDs34eLOm1qDu4DAAoHFSue3vUCcHrfx+TrkvWxoqlePsGZTaq+rKEvh8LFgGmDOtNuNyU7JDf28Iv7vhWvzf//2f8t59990HhgHGx8c8WT+WBn0QBB4sy0IURTz3zOOora3F9779VVz7/W+CZaU2yYtlzyZe6/vHfFJspcLh8XDnREz3OuBndccPBszjEaNyVLem0v0YSTpMkm0Jm+oqMHtqVdJthyfUyYXQcBgtTVXKpKeXmZDVy+Wlfk/+Bk6ya2ACADCpqjQr39VLz39lmRo8LysL4O71B/DPd9sQ4Fh89PPTUBbwdk6AsYgsgi5x5z6t8Hs7WXjav87KlSvxr3/9C88//zxOO+00xwq0bt063et58+ahvr4eX/nKV/Dmm28CAEZGRuL2Gx4eRnW11LGvrKzE6Oio6TYMw6CqKnGlOzASxp4DAxl8g9SMjEk3xb7OYUR5Af4Y4/o5CdGYgBgv2DofLy8h5AUx43JGonzcccblJWZ7OwYBAGMT0axdDwoFkGZAZ02tQevBAceXXhYCLAOMZPG5DEd4CIKIrl61Hh8bl85/UH6vfzis1B2tBweoHQwlbbL5/L/77nsQRRHX/PQm/OtfaxGJRHLa3o2HYxAstO0HDhz0ZLtM+lPtXUPw2bAF4QUR20MjCHAMDplcTusPizzy/x5EJCb1Ccff/AeqIr0QRkLY33Wusk0kymflXjlnSRP+30cH8e/NnfjSUc229+cFEe+19SPKi7jg2Jno6B5GV5/UvvQNjNv+DmH5/hsYjSA0IFlsdPeNYs8BSTzSMzAGAAj1j2F0IgaOyV7fn5I5Bw4cxL/+tRbX/FS1Qv3Vr2+EKCLn9XgiSB+JZVnwvNSvGh0dU8oqCCLGwzFPlj0beLXvf6BPqiucjkkcCOnjJ6II5fgMgLEE90J7SJpwHBn15n0+Oi71A97f3Y0SMbmBCLG1ASTXgE/+7j/4+8VHejIpqxYSWJ8oguc11C/d/92DY65+Vy8+//0jqj3RL5/cgmo5uXmEF7CptReTPe6vTwLrbt2nPT2Djh/TSdIOrJ999tno7+/Hd7/7XZx88slYunQpamtrwbLxs37nnXdeJmXEggULAAChUAhTpkzBvn374rbZu3cvVqxYAUBKZvrBBx+YbtPc3IySkuQJ19x+uBQvM0FUll1l64FmIJ3LzvnItiKIHUT6jY+oKQOB+IURbzTj5xRKtrD7bBQLHMOAl+urbGCWi4FhGDn5sbpEVi0PQ383Ssa4/fyzLAuGYWT1oPReJBLO6b2rtO8WyuDFZ4zUErxgr3zPbOnCH/+zGwBwy/lLsCSFyo0i8ci6tRgqlXIYieERNAajwKRalAU4BH0swjEB9eWBrNwrV50wC+/s7cdwOJbW+d5vG8CPntgKALjt9VZcv3I+eDkmk06/nPipR3kBUbk/y7Fq28Rp+rq8IILjaLuVb4yNjel+s1BXJwKBAMbGRvHjH16NX910c+4KZ4K2rMGSUkQiYQQCQYgiEAgEUN/QhGktM4r+PvRa39+8n5s5Rg91jlHrIFLnmZ0vk3oxGwRk94SfPrUNf7/oSLTUJs6jR2y6GEgxiQODE4jEBJR4MCmrFkH5DQq/3VA81m3269LFS8+/YEhoOKhZZRLL0vXIBLfrCq9//7QD61/84hcBSDYBzz//PJ5//nnT7RiGsRxY3717N26//XZceeWVOOSQQ5T3P/74YwDAzJkzcdJJJ+Gll15CNBqF3y+pQLZs2YKDBw/ilFNOAQB88pOfxGOPPYZdu3Zhzpw5ACQ1wWuvvYYzzjgjre/rJKyuwRSVBjQrZHgqEhhPe38xfn8SPyNJo6hyjELxFhzLZDd5Kenoa2oLMgGnTeok1Z8USn5AvHi1AoRAIB88E70LqSPsJmXvHVWXk/aPeXtpqfdQK+FQqBNXXPUtBH0cHvjyMvSORjAjSVDDacoCHDqHJ9Lad1ijXOwaCuPut9uwYtYkAOkliGMZBhzLIMoLykpPbfJSnyZ5aUwQldeU/CEaNa8rWJZFe1u86CvXhEKdAKS254ijjtYlqg4EgmhobPJkuYsdJfeYw9kbjbk9OV0eIyZhO+r1xJlnHtqIf76/H4DUticLrJO45fGzJyEcE/Bem3fUyskQoE4IFDqKBXEe/C5OQ+7Paz81Fze9sFP3GS94/4IoeWo8Wle4TdqmUqIcFNb+O9F/VmlqasJ7772H73znO3jjjTfQ3t6OF154Addffz3mzp2LU045BZdddhlGR0fx4x//GK2trdi4cSOuu+46LF26FKeeeioA4PTTT8fChQtxzTXXYOPGjdizZw+uu+46RKNRXHbZZel+Zccg/WxBzH7CrUzV4JlXcvGZUchEA6kw6FiDQvEWHMvEzaK7jTGhFqkXlBU/okgTFlLyhkfWPYhzVn0u7v3mlhk5KE3hoCRXt7lfRBNhyIOxiqeorKoBAMRiUXR3dWLV6gsBADWlfhwyuRy+LPrVlgc4RHkRO0LxFpGpIP3Zi5ZNAwCMxwSlnUvXFsDPMdjaNYK1Hx4EAF3wnFyXB97fj7b+MV3QnZK/1Dc0gWVZhLo6c10UPLLuQd3r7i4SWA/gvNVr4rY3e4+Se7TJS53EGJPR1nMMk7gt9LrwbUpVCb60XF5JlaI3IGgmCUjwL9U+XkC7sqDQIS1jPvwuTkPuTzPff97pmTYXEJS6IscFyRFpK9ZvvPFGJ8sBACgvL8d9992HP/3pT7juuuvQ19eHmpoanHzyybj66qvh9/vR0tKCe+65B7/97W9x7rnnoqSkBCeffDKuvfZaRQXm8/lw55134sYbb8Sll16KSCSCI444Avfddx+ampocL7ddjEu8snnzsQxju6LStsO8KILLYL40qWJd8HbDTaEUKyyTZcU6pI6VPrCuV6wLHlq6R6Gk4tF1a3HPAw/j8UceUpTrANDQkNs+yXmr1+hUjPmGdgWLHYhPOOB88KJYiEWjyPXi+apSaeXqVWs34MxFjbji+JmoCFob2pDfvbEyCB/LIMYLIHdFur1QP8tiQj5KTakfzTWq9WRdubo6RRDTD95TvMEj6x5EJBJBQ2MTWvfsRHco94H1R9etVSa6CIFAECvPPBerVl+In//oe2iepk7mrlp9IR5dtzbbxaSkgITUnJ70NbZ1LTWqsptBMsW69JfzcJXFWOwLqIpadZ98mFwvJiWwKqDKcUFyAImF+U0eNt77cXUlwsgWxdqKeNIKrL/33ntobW3F8PAwmpubceaZZ2LKlCmOFGjatGn4/e9/n3SbJUuW4P7770+6zeTJk/GHP/zBkTI5DZmEEkVpNi6rN18ankfaQLzd5dbxx4qfSCBjC16ZRc7oFBQKxWE4lsFEVJBWIQH47iObsLd3DJ8/qhkXHDnN8fOJ8oyj1gqG1BuKwkQUARMvdgrFy0QiYVRUVCqvc60YXLX6Qtzxl1tzWobMSE/ZF9Uof7I5aegWXcNhxHgBU6tL3K8TlQiGgEgktzY6lxwzHT0jEWzqGMJTW7qwsKkSn1nUaGlfXqNc9HMsooKoKNbZNDuiAXkwzAB48L+W6VRnjZVB3PX5I3DpPz8EQAPr+Yj22brjtlsxMTGuvB4bGzXbJadEIhE0T5uueL9XVtWgoVGazK3P8aQuJTGk/sl0zG2EBCovO3YGPjW/HpPK1Mk+lgESxe0EjyvWAY19SIrttN9FHU+4WTJnKCYlsCqYyIMfxmHIM2qqWM+D61FM96kZttch/vSnP8WXvvQl/PWvf8WDDz6IP/zhDzj99NPx0EMPuVG+gkRnZZCpabndc8P+kmnt9pnOHpp9XXI9VMV6ZuegUCjOwrEMuobD+OlTWzESjuHjg0MYDsewvm3AlfORlS1minVSX0R4AW3940U6J07JZ7QBDaO6MBfkWjWfCenGJqMa6U8erK5NyuaOIXzhnvX40v0f4KUdPa6eS5oIUqWBkUjY1fOlormmFLecvxj/dcx0AMCwJtFXKhQFICupw2K8qLMJSIdaOVA1tbrEdGA8s64M9RXSNlUlaS8apuSA+sYmXX6MBsPraDSai2KZQixhIpGwEkgHgDlz5yv/vuJr38p6uSjWUJI3Oh1Yl8fZAY5FfUUwzgomUYCAjP29PBdIimYWjI3yAg4MjCMSEzTfRf0y+bBqjZTQwz+BY+TTSgKnIfevuWLd+xdEzIO6wk1s9eqefPJJ0wB6NBrF9ddfj/nz5+Owww5zrHCFinaJlyhmd1lPph7rGTc+Jt43imJdHtwW6/IRCsWrXHBkM257rRUfdwwhqvEmdquRJytbtDUBqSfI31d29QIASnzUp5aSPwQCASXQsfLMc3NcmvyHTLR9/aGNWPuV5Tq7jWTo6rE8GFQno2tYDW6nm8jTKqtWX4j73rgBACCK3piRYBgGi6dIq0BGo9YD60oQHQwCPhZ7+8Zwx5tSIsd0LQ9+fdZC7OoZxay68oTb/O7cQ7G7ZxQLGisTbkPxHg0NTWjdvTP1hh5Aa++SaFWUFyZ1KeaoHuvOHlexaTCp31iGSTjG93ryUiC5Fcx1T2zBh/sHMa++HD/7zAIA0jXIp+BfPqwacApWI0AtNpJ7rHv/ehTTfWqGrYgECapPnToVv/jFL3DHHXfge9/7HqqrqyEIAh544AFXClloaJd4CRCzGkZm0vBY126ecVwdSRTrRb58hELxKquXTsXiKZUYDfOIaJSesTQa+SgvYE/PKAbHE6u7SD2hbZhVj3V9BfHNk2bbLgOFkktIoIMsz6ekzwmzJyn/busfs7yfXrHu/cFKMnR1Mu/+d1ly+BHSPzw06C0PSDqhsQhveR8lsM7qB7HlAS7toPfkiiBWzJyExspgwm2m15bh5Ln1mFJVknAbivc4b/UaBALBuAShXuWO2ySLLxpAzz/cCiwmy2XGJLGKJc2Kl8fnSv46k886BqUJ5wODE8okAcMwOgcBp1jfNoC1Hx7A3j7r/RFLFJESuJgV6+RZ85v80PkgAil2xbqtwPq2bdvAMAxuvfVWXHDBBTjxxBNx+eWX48Ybb4Qoiti0aZNb5SwolGSdOUhemqzhTITeCiZDj3Wz5KXyX9Lge3lGnEIpVsoDPogAOodURWQ6gfU/vLQLlz/4ES6+932EYwmCIHLFqG2YSbVQEeRQHpBS5p2zpAkrF1rz06VQvEAkEsnLQEeuLT8SceiUKnz56BYA1gdhvCCitVcd9Oa7Kkqrvo+6PBLtGJrA60O18ivvXDfSJjy8oQOPbDhoaR9llaTssU7446rFqJaTolIohFWrL0Rzy/S8SfbZHerUJcoGgFBXJ0JduU+ySkkO61JgUUlCahL9YcBASFCn55Ni3SzIQQKSMUHU2dqkm/w8Ebwg4idPbcHtb+zFn1/d48xBZYpJCczpcmkVF8kU69kQTmSKWET3qRm2rGCGhoZQUlKCxYsX694/7rjjAAD9/f3OlayAUSuMHFnB2NxHW685oliPS15KPdYpFK9D/GC//+hm5T27y9Ke3tKF57d3AwDGojxCwxG01JbGbScC4ADMrivHSXPqMDQRwynz6gEAQR+Hf/7XMgyOx9BUlVgVSKFQnCPXSSqToaj7LNZHv39xJ9r61aSDggg8tbkTf3m9FfUVQdy2ZilK/ZwrZXWDmE6x7q49y8s7VQ/32GAX6iY3uHo+qzRVlWBpcxU2HBjChoNDWLV0asp9tMEirZ9pWSB/fntKlhGhC0wLgoCW6TOwa+d2dIdyH7AOyWXYtXO7aZ3d0NgUZw1DA+3ewy3FuhKcNVkrn0x4p+aecLQ4jpJM5UzGKlFe0OXRcNrLnhdFZaLbzuopKyg2Po4e1ZuoKwlyXJAcQPqxeZu8VP7r4arCVWw9n6IooqQkfukieU/I9wxQyM6NoE9emu2HhMnonBk/1CbZWhUFP1WsUyieZdVhU+LeI4r1jw8O4c3WPoxHE3ckRVHEzf/ZpXvvjjf3YsJkH0FeyRPwsfjZygX47/MWY/GUKuXz8oAPU6tLaF1BoVBsByE65FU3S5ulOoUXRWw4MIjxqJQQOTTsTXV+IrSK9XRWEdmB9NN++un5YAc7dMkQcwnHMrhe9s61OuGrVS5qB7EleTSpQskuV3ztW7pkoCUlJfjVTTfj+9f+FCzL5twmprurE4+sexC9PSFEImHTlUbGFVNemBCg6HFaSU1Q6jyTCDnLMEkC6+o2XoXkZzP7CqT8gqiqfllGjcc4dZm1bY/TftjkcB7+CRxDvf+9H0h2GvI7B/I2eWlxx/KKYeLLc2iXeInI7gxwOve51pPdTcX6ba+3yq8zOweFQnGe+Y2VuHjZNN17vCBiX98YvvPwx/jpU1vxrw8OJNyfLMGsKw/guycfAgB4s7UP7+4zWelkMgFHoVDcIVFyOy1GSwEvwco9WaurZKO8CD/H4HxZ1cwLom5ft4PTThPViFoiLivWyeRFZYkPgYC1RLHZgmP1qx9TwWsGgAFNEux8Wq1AyS7aoHRIY7VC3veCTcwdf7kVgiCYPp9W6npK7nHD+xvQBL1Mz5n4fEI+CN+SBGO1bQLJr8Jq7Cadusza6+d4P6KILDbUlQQ5LUZOyP/kpdLfIrhNTbFlBQMAsVgM69evN624En22fPny9EtYgGjVVUKWA0hsGh7r2qncjD3WEf9tp9VIKx56R6Vli8XQaFAo+YhRyRcTRAxNxJTXfaPxS49f2dWDP7y0Cz65B3vI5HJ8ZlEjtnYN45ktIYRj8YEgswk4CoXiDlY8370WRNViV7Ee5QX4WVa3n3bA4radilNs6RzGxoOD+HD/oPKe2x6cXk5M5bMZWFeTlzJY2FSFjfsH0VJTihIf1RxRUnOgvU1XL3rFFqm7qxOiKCIQCMbZweRjfo9ihHPJCoNPEpxlkVi5rdiQeLDeJyhBcpPPtG1CWG7fGa1i3aHIuta4Ieawi0MxWWyoKwm8H0h2GnKr+swU63mg4C92xbrtwPrIyAi++MUvxr3PMIzpZwzDYMuWLemXsAAx+oBlt6Fi7Husa//thBOMgQuOnIZd3aN4Sfbu9HLDTaEUM0YlHy8Iug6rmRXM+rYBjGq8Bn0sA5ZhsLipCs9sCZkGQahenULxFvUa+wOvoQQhLEYhYoIIH8eAjFsEwWWlmUvc9PwOHBic0L3n9GDeCEluZ+bRm2vIfWD191MmCQDctHoJLjx8Csr8HBV3UCwRiYTR3DJdee0VWyRADUxZWWkUiYTxyLoHadDdQ6hxAqcV69JfNoFkPVGAOR8SZ5I2yewraK9jJGbise5QGbSBT6fVxcUUsCRxoIc3dOAzCxsxe3J5bguURRTFuslDeuvLu7FkSpWnk6sXu2LdtixDlH3B7fxH0cNqZkiJl3C2IOdK93dxopE3+771lUHN50X6NFIoHscYWJfsXdQ6YcJEfd4/pldMkSRxZNm+WRBEzHK9SKG4Sa59d52gocG7gXXWIFZIRZQX4Zcn+KT9RF1QPuqy6tspzCYy3S77tq1S8movCiAUKxiL/VStYp1hGFSX+uEzWX5NoSTiiqu+lesixBGJRMDKQRlt4D8xDO74y63uFopiC7eTl7ImE6PJVrST+Vov1vuEZPENbZA7wkvtps5j3THFunsT9MUUsJxUrq4E+vFTWzEwHs1habKLmrw0/ofuHYvi3TYT+1QPoa5qLIIb1QRbivVVq1a5VQ7PkI37wDgIzGYgmZzJjiJU2zTsH5hAU1V8AluriKJoqnTya1prOqyhULzJIZPLEOBY8LJ1QkzQWyisbxvAb1/YiVI/i88d0Yz732vHW3v1nQCfPOBLFgRJVE9QKPnIHX+51dOB6XyHJGKzGoSICQJ8HKvbT++xnh9WMGbj9ld39+Kt1j4cO2uSK+fcvm0bMO0YTwogGNkz17LHej74BlM8CZksNaq8d+3cnoviKEQiEUxMjKOkpBSRSMRSu9PcMh0H2vdR1bqHsDtZbBU1eWn8ZwzDJFRuk5VKXq4rtfENI9pxBlGsk/YCcM5jXXsepwPrYjEF1ssCWHfp0Vh917sIDYdx7eOb8X8XHJ7rYmUF0hflNHGxWZPKcMq8etz19j7wHhd+qKtbclyQHGErsH7jjTe6VY6igjRMpFOfzXtPaXhsRNa1M7k/fHwz/vnlZWioTC+RWSLvZG0F4sUBG4VCAebUV+DJK1dAFEV8de0GhIbD+iWWvIB/bwsBAB77uFN5v6rEp3ixGxXrCa1gaDVAKRC6uzppYN1FlD6VZY91ERVBVrEO4Q2K9XyxguEFEVOqgvjeKXNQVeLHz57ais7hMNZ+eMC1wLooXzOvKhc5lrEcWPeyXzzF2yRKUtrbE8pySfRMTIwriUtHRoYt7dPQ0ITW3Tvx6Lq1NLDuERjZpsTpVf+KYj2Bx3qiNpTMNXu5X66qz/XvE3cAwmu7ie0sE2fNmym6foTFAOjQRBTff3Qzhiei+OZJs3HcrDrT7YjfuNlqg0KkptSP3517KK55bLOSg6/QifACWntHAUj3s59jEOVFcByDOlnF73WfdSUfQ5Hcp0aoODgHxAXWs2oFk97Jakr9CMhLZJ/e0pW2d1ii+kCb/ZgOcigU78KxDHwcC45lMBrh0T+mX6JXGfQpCYkBYH5DBS4/bqbymiSYSxpY93a/gUKxTSgkTTRZ8byl2ENR91kUmscEOXmp3O3gjR7rWVAEiaKIvX1j6ByaSL1xAgRRRImfwxHTanDI5HLcc/GRAICRcCzFnplAAuuMJ3337QTWkwWZKJRUeDGhc0lJiTLO80oyVUp6MAywqWMYQxPO2WAks2lgGCZhgJkE+DkP15WJfOmN3+nlXb0ApH4DCf45lSRT23Ww2g7t7RvD7p5RhEYieK9tIOF2xWQFQziqpQYzJpXmjT1fpvzimW0YjfBKvO2rx8/CyXMn44vLWpT+qpd1HxFewO9e3AmguO5TLTSwngPIIFDJzp3FWZ10E6I0V5fgB6fOAQDc9147XtjenXEZtFDFOoWSX5T4pObj9y/tAgBcsmI6/n7RkVh7yXL88oyFynbVpX4ENF5xZBKNS6EypdUApZDo7iKBde8FY/IdJXmpVSsYniQv1VjBaD3Ws2AF8+TmLlz6wIe46N73sSM0ktYxeFHUBTp8HIuGyiBGIvHe644hn49hvOm777MRWOeVIJOLBaIUJKFQp0cnSaV8AfUNTZ5KpkqxT4lPyml0w7PO2QvxSWwaGCaxQl7dz7uVZaKSkbLPb6hAk2a1Pcswyk6OKdbTsILRtldjSdpuMQ9+Azfws2xW+mReoGsoDAC4+uRDAADnHTYFP/n0fJxwSJ3tfm4u2Bkawa5uSXFfTAlntdDAeg5gDIr1bHbqk3mQJYI8w8fPnoQjp1UDAPrG0luWI8KCx3pxtRkUSl5y2bEzda/L/BxaaksR4FhMqynF6QsasGRqFc46tFGZfQcsKtYhFu0yMkrhUe/BAGQhYcdjva1/DBMxAT6WVRPECUaPdfcHLj0jYeXf/++jA4jw9geOgqAXJQBARYBDaDiMRzd2ZFxGc1TFuhfhGMby76dNXkqhWGXXzu3Y17o77v3zVq+BkMMA0CPrHkQkEgbLsrjia9/CeavXWNrvvNVrwLKs5e0p2eEnK6WJkd40x9tmiElW6TAA+saiGI3Er3hSlO4ejhoxCQKPZIxRVeLDGYc2Ku+zjOY6OOWxrrOUs1YXaNXYyQPr0l+PNr2uQexQioGYIKK6xIfTF8SvNiL3qofj6sr9v3rpFJyxqDHF1oWJh6vI3JAN9biiWFfW9bh+SpU0IuvE7zjo4/D5o6YBACKx9DqPomj+dX0aRWuxzcZSKPnIkqlVWD69RnmtDfBwLIMffmoubjl/CY6fXYeATxNY5wzJSxNZwdBqgFIgNHjQMqOQUBO9Je/Y8IKIr63dAAAoD3DKfg99dBCbOoaU7e56ax8Gx51bfm+Gttp7cUcPHvrwgO1j8KIYJ0SYVVcGAPjzq3vStuxLjqpY9yIcy1j2IM0HewOK9+jv60U0Gl8/rFp9oeOe2HbQ+r6vWn0hVq2+0FKwfNXqC3M6IUAx55gZtZhU5nc0qKgkLzWp8ogA5hsPbYz7LB/8vROFN7SWXyV+Tt1e57HuzDXWHkcQYckbXDsRPB5NEliX/3r5N3ADP8eCF0RPK7WdghfFOLEEgdyrXvZYJ2UrC9hK4VlQ0MB6DiCzTqQyzWYlmb6fmLQfsXGIJlFX8YKIG57dhq+t3YBXd/UkOpQOH0s91imUfMOnW2mS+MGdNakMNaV+BH0sFjZWAEhuBZNoAo5CyVeIap2q151HzVuTfLtwjMd4VNroa5+YheaaUt1qOUL3SASvmPVdHIQE4GZNkgLhxlwVVhAEMa7e/eGn5qGpMggRiZf1Z4KavFT6S3IHeAUrVjCh4TDeau1Dp7zsmsbVKXYQBBetljLEaDVmJxnpo+vW4pF1DzpdJEoG+Dk26XjbLsnySnz1hJkAgJ4RfTBYFEXsDJGEio4VxXEU8bmh+iftAccyioUlYPRYdwZj0/Pl+99P+ftp26sP9w/ilpfjV8NIx85+Xj4vYCXuVCjEBFE3rtbCaVZYehXyEyWaHCgGaGA9B5AG7X9e3QMg28lLpb9Wn0vRUJETr+Rky5YPDk7g5V292B4awYs79F7sCRXrWo91GlKjUPICn8biJVlD2lhVgnWXHo2nv3osjp9dp9ueN1HjiBDpyhVKQUFU61S97jycRSsYovw7btYkzJhUhoqgD3fLCT8BKW/EpStmAADCaa7Kswo5+rmHTQFgX4UkiJI8wljvciyDqXLyaHe+AaP5fzV3gFewkrz0uie24CdPbcWru0kSO9rWUJzB789tDo3maTPS2u+o5cdi187tOtU7Jff4WOdsMN7d14+/vd0GwFzAtmx6LebWl8e1oy9s78ZTW7oAQLf61GswCawylMA6wyi+9YBU7zutWCfnWjylCgAwHhUwEU3eEpOAMQn6vya3S0aK1QqGxIeKwQ6G5wVwCfyW1OSl3r0OvDJxl+OC5BDv1pAFzJEt1QhqGqecBJBsPpekhOrMYeIDDGiWUBvHN4kCZvrkpfbKRqFQcoPfomLdDCWwbqZYB1WsUwoL6l/rHopXugUrGEDy7CRo8z+wDKNYqSQKdI9HeUcsVohogdShdlVIZHuzeldR4bkwABufGE94Xi/AMgx6RiNYm8RaJzQc1r2mVjAUpygrK8vp+Rsam9JKkP2PtY+jtyfkQokomRBwULG+4cAgACDoYzG3vsJ0G5aJt9Lqke1MDm2qxLKWGkfK4gakJTe2e6Rp5VhgcoX6bFSV+BKq3NOF9EEWNFbgE7KIKJXXOulPXHXCLBzZUo2B8Sgu/+eHcb+7InQsstFRgCrWAWj7udkskT0EzeqQYoUG1o1k4V6orwji9+cems1TquciM7oWI+vGrchsdSLFeufQBL77yMfKa+MANFHAbHK52tjVlvotlY1CoeQWvWLd5r5JPNYh0gk2SmFhZ0k+xR6Kx3qKcVdUrmu0AxddYJ1NnvvhnnfacNbtb+Pz96xPO88MgRye5Jexr1iX/pqJmxiL1yMdxsfHdefwGnPrywFIv5UZgijG+dhqc/xQKPlOc0t6qnUACHlsBUqx40TiRl4QEY7xyiqsW85fguoE42yWYeICdyRYfPHyFp1HuecwyUMa5QV875FNAKTvdtjUKtx8/mL89pxF+MyiRiVI7dQkNK+Z8OY4ve1vIpR+Ccdg5QIp4eOe3jFlQoOgeKwXWXNFhBBPbu7KcUncx1pg3buRddKPLWaxQvG6y+eYqhL10mfVCkb+a/WxVJYeya9TeV293z6ga5TjBqcJIutLplbhjgsPR5QXMK/BfCadQqF4C6se62aoAaz4zwTqsU4pEH5y7dU6H2qqXHcexWM9xYAjJlc22pwuAZ8m6TLDJA2s7+weASAlJBuciKK+Iph2mclAnpTFrhgr2QBGGYA55hyrQsQZXh3c/+TT87F/YAN29YyCF+ITgU1EeYgA6isCWDFzEiaV+TG9tjQ3haVQXKAhzTwegUAQ3R7LmVDsEI91UUzPHjHGC/ivf3yAjiF1lU4yOxeOjV89xSdZHeUlzAKPnUNhtA9Ik8FHz6wFwzA4bGq1Zh/pr1MtpdIus0xy8ZB2H4H0SxicOr8eHx0YxNNbuuLiLOQwxWaTOUkWXv79nTacMncymmsKt73mBVGZkDGiCEi8G1fX5TMoVqhiPUdMLg8qdjANGQzO7JL2sid5PzJz+OKOHuztHYvbjDRo15w6F0D8QDeRYp1hGBwyuRwLGis933hTKBQJrdLPbkNKAkKPftyBd/f16z6jHuuUQuHZpx7DgXZVPZuvynUvKxlZix7rMY0yjODXKdaTD4a1wsFUKrRUxCnWbR4vWbCDTbefZwVGul5erZ8ZhkGdPBA3KtN5QcTvX9wFQPLA/c4nD8GXjp7u2e9C8SaCHAhLlIg61wlA0528TcdChuIufo6FCPvtA2EkwuuC6gB0VrRGWIaJS3yttVLxMma1OFmdf+aiRpw2vyF+H4eDlWSVGMeowqNUfYUYTyzqpAtMVtEZV8UZc94VC5esmI45k6WVaMPhWI5L4y68ICZUeysTRx6OrOfLJJybeLyaLFxKAxz++eVluOvzR+AbJ87O2nkVxbptj3Vpz/IApzQWd761N247MsHqTzBYTJS8lEKh5B9aj3W7S78aKgMo8UtN0AvbDd6e3u03UCi2iUTCqTfyOF5WMnIWB8dkgOtn9b7qpB7TKtbNBsPa/kwsw+X5pA/mTzEpwAsiXtgewpObOjGiGVQKGmWcEcbFJcMlpZKHtJcFSWUBya7AGFhvHxhXEpbOkS1jKBS7lJSUgOO4hImoc50ANN3J25VnnutwSSiZQsbSj37ckdb+ZkG4QJIIuZmPs5An9g5mQXIS6E5UdDXhaeZtZc9IGN97VLWdSdaX0BI1qHzJb260AFKsYDIuaX4R9HFYMbMWAFImgs138t0KJlm/tFgotufTU1SX+jGzriyrN6Btj3XDAxz0cfjr5w8HAEyYeIxqHyqWMfNYp0pUCqVQ8BnUnnYoC/jw4JeXAwDGIvoAiIjiU2VQCheqBHQX0of6+ztteGVXT8LtyNJqY5+LKMVSKtY172WawJTYtJA6NNHxNncO4cbnd+Lml3fjiU3q5IaiIsy6Yp2R/zBomT7Dk5NGpbIP8NUPb8K1j2/G7p5RAKoV0KnzJuPCI6flrHyU/OacVZIiPGQy2VifINieD/zqpptzXQSKAbKi/S+v70WfwXPbCmb2aEkD62z8fooK1ePBMsbE7JbEJBKVXUl46sD5d3aPKv8+oqU6pRXMSDiGhzccxO1v7AWgTrInstwVFMW6t38HNyDe/hMxPsWW+QsvSJG5hIF1+Wb1sGBdEdfSwDpFoVhuhf95ZY+lGVqyhbYenyb7W5k1FkojxjDgDNnFr318c8ZJWCgUinfw6RTr9vcvlRXrY1GTwHrR1MaUQicQyJ7dWzEyr6FCSYC+tXNYeX93zyje2dePsYik9CZ9Fr+hsqopkxK5VQZ9Or/29v5x/P7Fnfjzq3sQjvG6/kwsw8yg5FDK4DtBf2wkrNaNoxrFuhrsiN/HTcX6xMSEdF5IgbjmaeknSnSLqdUlAICOoQm81zaAV3dLky2ky1qTIHEfhWIFJQBt8nil62/uFYIlhetfnI9886TZmC/nHesfj9re3ywIl8wKhjOxm8hrxTqJSSQYTzjZVpIjXH7cDBw2VQ2sxxIkUPnNv3fgf19rBSD9JiS2QvonEc1+gijidXm1VTHGLEvke9brivVMbMAUf/KEHuveV6zzSgwwxwXJITSwXmSQxKAv7exB90jq2W8lsK55j2WkkJfZw03GmiwjzViRioIXRLzXNgAAOH1BvM8ZhULJP45qqUFzdQnmTC7HnHr7SYd9HAs/x2DcqFgXRapYp1AoligP+PCbsxcBAMLyYLRvNIIrHvwIP3pii6IIIxP7PsPA5cazF+Enn56HX5yxQLd8+/ntITy7NYRHNnZgS+ew3gomY491krw0uW9monNqRQxGsumxnsgOI5dccGQz7rjwcFx7mpTrJxJT+6FAcaupKM4QCAQT3vtezkeRivDEeK6LQNHg51gsn14DADg4OGF7f7NxurH902IWvFN9k22fPquY5ZBTE35a3yd9ZEW5/IqTZ70T9RX6x6QYzI9Om4fHLz9GScpJkstGNELELZ3DWLdBsgMiVmfFBFGs//E/u9CbxsqNbJGJDdjzsiWqz0wtgfwIrAu0j0UD68XGF5e34NR5kwEAYRMrl4QYnhFt0FwLr1WsGwLrgBSIO++wKWmUnEKheI2lzdW494tH4fYLD1cSxtmlzM9hR/contnSpbxHczFQColESe4ozkFUeCThV9+YOvh6cnMXHt5wUPE/NQ5cptWU4uS59ZhSVaJbvq1NHhaJCY5awSge68QKJsHhtMp47QCdlC3rHuuyotXLE58sw+CQyeWYUSv5wZMl9XyeKC8p3ieZvdeB/VKy6mwnMQ11deZ1UJ9iTrW8wub6Z7Zh44FBW/tqJ2yXTK3ChUc2J00sSJoTwSQ47fVgGfle2tX4YpIJaECrcndAsa4E8aWDprKCEURp1e6p8+t1tppmVjBDE9JqtTn15ThncfHFUJprpFVooxEeL+7oznFpnGdoIoo//mc3AKA2wYo68vglWADhCWgfiwbWi5LKoPTQhq14VSVoaxIF1rV+ZqzGCiYqDw4TeUdRKJTi5BA5idzdb+9T3qMe65RCwouq3kKDBNaJYMCYA4YsuQaApVOrEh6H0wyGtYHsqCAarGCcUaxzKQbf2iSp5Jwj4Ri+dP8H0v5minXlHBkV0ZSgkrzU+xW0mgRODqzniVcwJb8heQeyncS0obGJtjUFyImH1KFMVuzu6x+ztS9pZz6zqAG3nL8Elx83M+n2rEl7pCrW86Pe1DZ75GskqvITWcSkdV4SWJdf+zSr38zgBdH0mgbkduuXz25Ha++osi0AnD6/AaVFqFg/bGo1frZyPgCgf8y+JZLXGZVXbddXBPDNk2abbpMPinW6KpAG1ouSgGEAmgxRWdqkf0hYxlxhRZ53FtKDRcRWZHBo9DalUCjFzU1nH4ryAGfS+aR1BSX/oWr17BAXWJfzNnz+yGbddl/7xCwc1lyd8DjaQLcxuOCkFYyqWE8RWNedU/puXcNqwtAzDm2M24cxUe45hnzsfBg3qco/gxVMngSIKPlLttXqThEsKc3bshcqkyuCiq3VeMSeXJVXAsvW6jxTK5gUCUC9gpK61MxjPUHZzXzZ08WYk45Y7gxOmAeCedE8sL5kito/2dwh5Ywhk8PJbHwKndl1kghr7YcH0rJFyhVW6lPSbz1mRq2SfN2IqxZ/DkH7WDSwHkcx3ArKkmkL60mMM7AEK4p1jlEbZLVRoLcchUJR4VgGdeUBpWOrLt3MYaEoFIdoaGzCeavX5LoYBY8xsD4uJ7mqKfPjkMnlynapOvy+RIp1XnDXY11+LYoi7nxrH254bjs2HhjUB9Z5fX9q9dKpWDwlXn2vLOfPqITxPLLuQYgggXXvV9AksE4mJIyrBCgUt3h03VqEQtm1Zdm1c3vGxwhPjGddaU9JDfHVHotaWGmuQbAZ6OJMAs35krxUsYLRaNYVxXqqfRyxgtELEf2y5dyvntuBHaGRuO0FUTRti2bWleHHp89TtgHU/kYxr/qvK/crsajb32hNuq2XsFKfhuXnOlliYa8r1kVRxO4eaYWF1yfh3IRGOYsQ4wDUCsb2lGMY04dbmxFYG3wnjYK/iB82CoVijrY+ERJM5lEo+cqq1RfmuggFT0AOor7fPoC73tqHW16W/CpL/Zxuki7V3D4JHry0swf7B9REfjHeqGDPLGxNjsQxjLQCUD5290gE/3x/P17e2YN/fXgAMT7eY538DSRQrzkZLNAiDRClY3s8xgJAXQ0QMSrWaT+UkgUOtLdl9XzdoU5HJnG1AXqqXvcGRMU6FrEZWE/hMW7EPHmp9NfzujiTSQHRomJ9/0DmCmijYv2kOXXKZx1D8cfnBXUiwwj5HUibpYgTEyS2LAbKAj78+XOHAQBGwvaeg2yRbo6LsPz7BnyJbX4UmyaPBtaf3NyJ57dL/vcBz1cW7lG837yIIYH1W1/Zg8Hx5F5ViR7fhIp10gAbkpeSpbjFvIyJQqGYw7ImE3W0qqDkOY+se9ARFSElNQzD4JgZtf+fvbePb6u87/4/51g6ku3YzpMlJY5tEhIClISmIU2BPtF2XVrWxEbgurA+s9wjW9PmHvdmtnCvjLQ1d+nyW7aF1bSlHaXzTIWctLS062ArpZQCZQ0tbUhIYjtOpOMEYju2pWPpnN8fR9fROdKRdPT84O/79cortiydc0k6D9f1uT7X5wsA+M6Lp3Eh1rdZ2eI0CKmZBAb9MtwjZ6a0n+cTo2BSVRu1iOZu44z1aPS1b0ZenzOsLIwkDrJTDF4KubxdjxgM6KJgKv8CLSQUgaPCWkShaE2TZS7LMo4fO6plrZeC23q2A8h/EleSwpjQOe3JvV4ZMMe679dn4PufM5Zfpzm2Lao9TLzTFz2tHsd67AeTwqupms5c5f/40xN4JTCd1/4TV/i7m534zDvXxNphvsI/1SRvnbaSTf1dMycucA1lvWsROBgLu1YSrHC1Hisrl1gxemcax3p8NUllCevnLobxSmAaY2+ok0dbOhZjY1vqOka1DgnrC5CVLWp15eB0GP/3B79LL67nWbw0IitQFEVbimtfwLOtBEGYw3FqdMMt3/gldjz4C/UxUtaJKmfYN4TpqQvlbsaC4YsfuhKNusJeu96xGptWLTaIwJnEgXqhDv8cc0XpiSYUL73niaMYy7KQnB79gJ/nOPw+eBG/C0xr7mpAdbkN/Dxe1DnRqJBqkF0sx7pecKtwjQVA/PN5YfQCpkMRzXlJ3VAib5T07sTz58SSNcXvG8SLzz8LvgAHdlt7Z0G2QxSWtpZ6bOlYDAA4cmbS8utydazr542rp+hzTIxG8qRAqiKl77u8VSsMe+5ifhNhWk063WfNfjS7FcspMtaB+OoAbdU/MydW/HdQXDiOg72Or1hh3WwydSKDi31OiuKbz40BiNdANIMdKz98RcR/Hz+XRysLhxSV8fFHfoXPfPcIfL9WJ/w+sbWDHOvEwuJtlyzF/V1vAgD85uw0Hnz2VMrnmt0oABgcVnr0N/E6nsOFuXn8xfBvyLFOEERKmNj1+uy8lo3sanKUs0kEkTfHjx2FINTGcVwtRe30A1VP7BpicKxbGJhe7m5KGsAmZqwDwMtnc3e4Kbq+0pIGOwDg7586rkX0sccS26D/315ix7p+40yoqOT6AfY6HnZeNXh88T9epcJaRMFwuT3YuWu36d+cznrIeUZFZcOwbwiyLBdknzvv2F3SthPWqOM5/N0HrwCQXc66JopbFtbV//Wu2GpzrBuLl8b+luK+v7RBwKev7QSQf8SGopssT9cmRlRWUrYrPsHB4t+oTh3DXsdpmlIl4vcNZtVXfvbU6/hdUO1Lti4SUj6vtcmB5Y3q33/22vn8GlkgZqUoQvPG+8VCn/yhMzSRBXI8bFq1GH/1PrXK+FQokvJ5WmZYwuN1PGdYKsbQHEEccNPVKwEAvx6fwoyk7mMh54MRBGGO/j58+7WdeOi2TbjzPWvL1yCCKACldC0Wmzv77q6KrHiz2BdDxrpFcSCxiFQkFgXTvrgef/0HamGxfHLW9Y71/++mDQCA6XBEWxJ845VuvOPSZYbXnJkMGYqqpqpZE3es59w8wz4/8q0X4P36L6G0rtOKl7KPsZKPCZ7j8H8/sB4AEJwOUfFSomB0eXtSHvtt7R1QFKVkk6rMOV8Ip3m3t9ew0qXUBViJ1NjrONh4LqucdXafseppY/dHY8Z6dTjWtSQYk8Kr6Zqe6A7PlcQoGPXnZBd9vG2p+yOJ3wPVqYtjr+MxX8GTf8O+IQw8cMDy85k+dvObV+Lda5enfJ5Qx2sZ85UyrWC2ciCV4WOhsLDf/QLn+jVLAeSWFVrHcTB7md6x/qGrPHhnbGB45/BvAVA+GEEQyejdNIscNnQsaSDxg6h6BCG1+6TaqGQBVY++i8GuIUbHurXtJArrX3t2BJOhCOp4Tlt5l49rig3CeY6Dq8mB1UsbMCtFtUx1wcYnudbHJ0P44n+8qj0ns2M9/+HXiXMzEKfDuDA3j/q3ehFeslprdzVw3epl8DQ5cDEcpeKlRMFIdz3ceYfqZC/V9d8Vy3svhpCfKcaAKB0cx6HeXoeT52e1CdhM6ONZre0j9rrY5qdDETx36g11GxV+2WQr6xWd7KhYiMKJF2zNb//xFf76NrF2JD9fdaynaBMrVBlr1HTMAEmr/lUdaXIugid+F8RPj5/TjvFXAtO48V+exY1ffRa/D+aXl58PohjI6ropRdT2v8nTlJQOkUixYv5yxew6RMI6sWBhB3+6mb9U5y7LWL8YjmBOtywt0RG0WDcwbHLY0s7GEQSxMNF3Jkj0IGqFWomBqSZ4E8e63hVm3bFeZ/r4DeuWawaBfAqYMgcba43TXoe5+ag2UBHqeNx4pRvvXrsMf/QmN/7XdZcAAEbOz2JqLv0gm8W0yIqC/U8dx63fegFff3bE9LkZ26nrBDpWqRGCriZHVQ3wFzlsOD8jaRMSlR5pQFQ3THRPV+C0GBRayK+G6K+FxiKHDeGIjN2+I5aen3XGeuz+ORHLG//7p45jXlbXKVV6brK5Yz32t7SOdaOInSvxV+sz1lOvHpMVJaNjPSor+OErQTwaK1i70EVLQP0MpsMRfPk/j+OeJ47it7FIvqPBaYQiMkLzMl47N1O29o2PJRcwTQeL/0s0c5hR1Ji/HDAzlyx0A62t3A0gygfLQbIyOEy89tfxHKbDEex48DnYeA4PfuTN6FjSEM8ziz3/A1e4cX5GQqNgw+53rUG93XywShDEwkV/HyZdnagVHM56Kl5aYvQD1W99/SDGNq4BL8SLkVp17ukHOZ9796W4GI7gD9a3YvkiB345ojr48lmOnJjHWi/wkBVg/3+9BkB1rK9tXYS7t12uveaxI2dw8vVZHPzZSfU5KQbZzAUnK8BTx85hRoriv4+f07Jks2qnyWPfuu0tVeNYB4BGh9rv/Pun1M+20iMNiOqF1RzgOA4ul0cTp4u54kcUA3A66wu6zdt6tuP18+dMi/ER5WPndZ2454mjGL8QsvR8fTyrFdg9pe97r+DbH9uM4LT6/f/djZfDWeHj97hjPU6m4qVA4YR1JOgf6n5jfzJR1qNK6ox1rU0KNJF47fJGXNa6KL821gCJwu10eB4AtPpcQGFW6+UCz/MIheaymuTUr1LMhNnk0fkZCWenQrh0eWPJNTbJJAqm0ifgis3CfvcLHFZgNN1yZrPMMPW18Z8jsoLTsZu8nFAo5TLXIvzdB6/AX71vHYnqBEGYou9ckmOdqBXWrltPrvUSo7+WvPTiLzHsGzJcU6y6lde1NgIA1ixrwIeu8uAjm1dh+SL1uyyIYz3BSdjkUH0uF+bUQaLHpHizvg+1otmBze2LTbfNcl0VRcm7IFuS2BCdtzQArCRufnOb4XdyrBPFggnoLO984OABDBy0nrebDUy0nwgGCupW5zgOLz7/LFxuD92/Kox3rl2O9a5FptnGZmRbV2L7VfFVFhPTYcxIEbQ4bbhu9bI0r6oM4rEr+igY9f90EXCaOzzPe6WpLs8cxmbPl1Pfi9jXFY3VdgGAv3rfuqq79xYDe8KXyTQsfXqCxdOj4DQ0NGZd6yKsW6WYCS0KJjaLE5UVfPo7L+GzvpfR/x+vZtna/DHPWF/Y/Ss6QxPgFkr10hh2ntOqTacjMfcpseovO7miWS47IwiC0F8uSPQgagEmemy7cUeZW1I4qiEaQH/9mHrjHMRgwPCYVbfyX71vHYZv34p/+fCbk/7GirDP5+FwS3Ss33ZNO25+80r8yXWd+PbHNmPrJUuTXtMoxIX1e2+8Ai319qTnAPFBuYJ4Vm66pv7Df7+GP/m3l+D79ZmU7WTYU0TkVDLXrV6K/3X9Jdrv9QINfYjisnnLtQDU/HOWgV7o6ycrkNfq8mj/CkEhiqASxcNex2FeVlLmLEdlBa/PSojKStZRMG2L6/Hxt7YDAOYiMsRpCYsc1RFuwO573/rlGP77+DkAcU0iXXZ14aJgkveVLhM7qigpvxfWJlmJFyuvpvi1YrLebXTtM9e0QVgvYwa5LMuQJEn73ZFhNRHTz3KJgonIMqbDajTguRkpxauKh5ljfaHHFVXH1ZIoGrY6Lq3rSklRe/jmN7fhx78X8erERbwxO69tI16Qq+BNJQiiRjFkINPFg6gBhn1D6PL2VE3RTysM+4Yq/v3oNSE5GsWEGDQ8ZnVsynEcmpzmXeS4Yz13W1TiEvVLlzfijrevTvsavcCxtCG1Q5UN7GUlvp9UIoyiKDj8slpo68e/E+G9eqWxnQl9QGeVFuS98U1uCHU87HUcrulYUu7mEDXOI0OH8fFbbwIAHD92FH7fIIZ9QwAKFwvDCuQx4Z7F0OSLIDi0CJhS58QTmWHCVURWTN2hdw7/BkfOTOGa9sXYsVH9/rLpVrPt//X3XgGAqhHWL3MtgqvJAXE6jN+encK71i7XNIl0hh19nnlemKzwT1e8VJYVpNIg9WK/VnSbTEcAgP99w1rsevtq/Nexc/jyk8chRWS8EpiG/8hZ7Tl5f5d5IMsyIpF57fdwaC7lc598dUJrt5XVCIkTNXpfrNWCxoVCVhS8dHrS8Niqxc4k4+1CY2FPKxCw8bzpjBMj1aTfu9ctxxc/dCU+/TY1s3M+KmPsjTn86PciAMqwJAjCOryJw4Mgqp1KF6FrEf31Q45GIElSwSfutPo0BXSsW+Hjb+1A98YV+Oy71qR0qwM6x7oSdyzKUPtpt//bS9h28Of4zgun1cd1b8HM5ZW4oLFaJz4bBRu6Nq7AjW/yLPgMUKK0nD8nau5yJq4XAkmScFvPdhw/drSgk7hNzS2IRmPuT6U6ViotJDRhPYUp7tTrswCAkTdmcVS8CCC7fnWiWN/7lrYUz6wsGgUb7tt+JYB43rasOdZTv47XucPzgb1avy82cZ5oUpQV9ZHUUTDxeBrNsV6l995i4LTXaUL0fFTBt58fM/y9XBnrgGpssNlS98/0PHPiPAA12s/T5LSwbfV/1m/T99nSxToXg5dOT+KRWD/yM+9cg+9+agu+9pFNaVeHLASod7nAsddxlgaHqc4TdgP+8pPH8YlHfgVAHXgtEqpjhpsgiPKj7y+S5kHUAmIwQIJEGTAIv4oMSQobJvoLMXFnq2MDujwc68g+Nu8KTxP+/J1rsH3DirTP43SDcta9UxQFF+bmcfL8LOZlBV//xQge/PkpQxSg2WA00elercI6QZQaMeYoB4DxsVEcP3bU8Fi+hEJzePnXv0Jzc0tBJ3Hv7Ls7/guHomXEE7nBBNZUpjh2HZ+4KOHbz6vCl5WYCYY+yuH6NUvxzrXLc21qyWF1SFgsSDwKJ/Vr4u7w/Patifg6z3qiEKo9l9Wjy1C8VJYVRGP3aLr3GmET5EfOTOK5WEH5v3n/ZQCSDQGlxmrRZykmhv/zLVdnV7w09r++z5bOJFsMJmP1gDqW1OMPLm/FkgZhwcfAACSsL3hsPI/gdBiPvDCW9nmpLueJJ9G71y3HVz98dcol1ARBEImYZRISRLXi9w1i/PQICRJlwOAAk9XB9enRU/G/F2Bwao9t4/u/DeJnMcdRtuTiWLeKvvAZQ1aSVyB+93/OGIwVZsunE4dqNLgnCGtMiAEcP3YUgCqCT4gBTIiFE9ZlWUYoNKdFwRSKbm8vOI6DKAYABRg/PVLQ7RP5IcQMbakmdhNFxZUtTtywrtXy9vXjemeV1dRgwvqspN774/G0FqJgCuRy1u/KLApGVhT0xWJ2Umass3u4IWOdJDs99pgQ/d/H1T7YetciNMe0p3JlrCfmqWcy17Bz2OoqOi4hCkbfZ8vH6JEL7DO+6eqVaKxAM+03v/lNXHXVVdizZ0/G50qShPvuuw/vfOc7cdVVV+EDH/gAfD5fTvulszSBhabpvGlFEwBoyzkSyXRp0i8Z29y+GHf/4XqsXtZYqOYRBLEAMEQ1LLSLMFFzDPuGIAiOggse5aaQbstiYTSsqwON0VMndH/P//rSusiBpQ3qUt8nX53IaRvZFpXLBs5EWNfHwvzB+lZctaIJEVkxxAmYjcuSHOt0fSYIy5w/x+IxefA8b9nJmIm9fZnFgnzgeR4TQXUiQF+Ijyg/Nl3GuhmJK49uu2ZVVmY3/bjemYXTvRJgwvpzI2/gR78TLRYvVf/Pu3ipyWS5WfHSi+GIlk19/ZrkIuVqm+IuespYN0fQHaf2Og7/d9t6g9O/HDQ3txiOtUzRXyy+xaxWghl8wkSN/m2W2rHOJvAqzWtx4cIF/Omf/im+/vWvw+FwWHrN3/7t38Lv9+Pzn/88Hn/8cfT29mLv3r34wQ9+kPX+q+uKSRScu/7gMly1ognhiGxaiEsxWdqkx66rCtYoVNfMNkEQlYG+uCDVZyCIyqSQbstikRgFAwCcEu/bWC1emg7BxuNrH9kEIPvBeHA6jF+PT2I6FFHbVgzHeqy/dujl+PelL2TKcxxssYtuOJI+CibxMcp5JQhrtLo94HkeguCAECv6WyiRemx0BILgSFmUOF9kWYasKLEoLZIKKgkmwr18Zsr074n3pGyv2Xr3rNNeXd99Hc/hCvciAMCj/zOuc6ynfw2g3gvPXQznLLCzHHVD8dLY/3p1hU2IvOPSZdiRItaNieg//r2IX8VEeLr3GnHrMsk/ubUDnmanIZs+FWcmQxCnCzPBmYhLd83Xk2oidD4qg4P1lYBaYfrYsabvn5U6Y10pojkkH77//e9jdnYWw8PDaGlpyfj88fFx+P1+7NmzB+95z3vQ2dmJj3/84/jABz6Af/iHf8h6/9V1xSSKQrNTdV7NxjLJ9GinacqM9fgh1EDCOkEQOcCRY52oMVpdHnR5e8rdjAWHoZOvyGpcwrn4irxljUJB9sMGQtkUMJUiMj71nV/hf/t/gxPnZ2HnU1kW8oMVNv35yde1xxRF0RzpPB8fpM/p+n2mUTAJD1EUDEFYw+XyQJZltLV3xMR1R0FF6s5L1hRsW4m0ujzgOQ7bu3vQufrSou2HyB4Wu9D/k2MYvzCX9PdEUdGW5TGnd886qiwKBgD+8eaNaHLYcPL8LO5/8jgAa1EwQy+N48PffAF/HYtpyRbNsW7IWE92rEctFCNtqbdrufhs8ruuEK6AGmJlixOPfmoL/vWP34KeTWqBXfY9p3Ks/9exc/jowy/iI996Ab85az4xlS+CIGgTqYB6LX3i8UOmz52PyrDX8ZYLfmoZ68yxrnuf4YiM/zgq5tTmXIhWqLD+rne9Cw899BCWLVtm6fnPPPMMFEXBu9/9bsPj73znO3Hq1CmMjaWPyk6EhHVCE8RPnJtN+ZxUp83ihnjl4+WLCjNgJQhiYaHvL5I5iqh2xGAALrenoAXlKgFJCld8QVa98MtDjTTwTP0eD3/0LXjs02/F8kXWloZa3U827ra5+ShC8zLaF9fjo1va8X8/cLnlAVU23PgmN97aucTwWJJjvS7u0os/x6x4qfF3EtYJwhpiMACe5+FyedDq8kAQBNhs9swvtLJtMYCdu3bDbi/OuOvOvrvR6vJgX/9+uFy1FWlWKMp1L/zwpjZNdL0QKyDIUHQFqxnZOp3XLl+EVYudWN4o4M2r4o5Pv2+w6BFEhYDjuKTom/WuRSmfn3hPGzOZrLAC+9gzZaxHLAjrTnsdfJ96q+Excqwns7RBQNvieq0fpfXLUjjWA9Mh7ediudbb2jvRqouBTBcJKUUVyzEwgG7igGWsJ7zP+/7jGKRIaSJh2HWm0sbs7e3tqKuzPiF48uRJCIIAt9tteLyjowMAcOLECbOXpaTCPg6iHLBiD38x/BucnQoZ/5hhzHjJ0gb8g3cD9t14BXrfsqpILSQIopbhybG+IKl0kTZXJsSAWvitxhAER8VPFuivJYqiurE5ACtb6jUndyHIRVhng6DVyxrwia0duG61eb5qvtjreLy1Y7HhMQWKQVhnMX6hjI51ioIhiFxwuT3ovCTm9ubUwnZNzXGhMh+RciIYQLe3Fzfd8pGirIzq9vbWXI2QQpMpP7lYLG0UcPObVwJIvmab3Y6ynQx1NTnwrT/ejH//5BZsbl+sPT5w8AAO+4eqot+mz4a/v+tN6FzakPK5iZ9PrvFK5hnrxr8B0OqaZPpe6oU6bQKFQ+U5gyuReOF287/rz5dsVhumI/E67nJ5tMlIMRiAGAykrK0xH5UhZFHHQDsEYk1n7/O9ly1Hk8MGBUAksXpxkWB9w2ofs1+8eBGNjcm1IRctUifjpqens9oeCesEujeu1H5+fcaY/2c2A5vIVSuace3qpVrREIIgiGwwCOsk3CwYyjUwLQVTk5PlbsKCxHD5kGXDktxCYsshCoYN6kpRR8JWlygW6BxGXHxZ+ZzBsZ68nURhnQb3BGEdl9uD9o5OQFFd4GvXrdeEyVTxAAwrAua+/v0VP9lZi5RbXGb3n/kkYT35Il6oydDx06MAuKo43vQRNosc6Qu3rl7agA9c6cK1l6irvHLVW81r0hkzsQFrUTAMVruOxkXW0IqXppgcMRZrL4ywftj/qOF6oJ/onBADKScov/ebsxifDBkilTORmNnP3qfTVoc3rWiKPWa97fnAYmioT2iEhHUCK1uc+Mhb1HyqxBMyfqMgCIIoDkaHB11tFgq16OpmhEO5LScm8qM1FvWiRCREQxeLth+eU4fP2QzO2FNL4fBJzNVVEqJg7LEBaGbHuvF3GuAThDW6vD3o8vZgbHTEEA028MABS6+/v/9e7edyCLlUIyQ15TYFsOt74sSuqbBeoGxuSQpXRRwcANTriq6yTPpU2Op43Pmeddj3R1diZYszd8d67P+MjvWYo9hK9j2bFHBk4WpeyOiLl0ZlBb8LTGPsjXjMsX4iqlDCuiSFDdcD/cQTK1ZtVrT6G78YBaBO7FiFi/U72TGq9el4LikmptjojRrVTFNTE2ZmZpIeZ0715ubmrLZHZyoBIO6gSjwh48VLq/zMIQiiYtF3fBupCPKCYXxstNxNIGqMztdfwLJffRNh313g5Ai2dxdPHLLxXG6O9RJ0pxLdcDIUg8OIiS3ffC5+DprlkiaKDJe5kpfMEgSRTLe319Tdy+57qeIBAFVIP38uXohu2BeP4PD7BksinlSDM7lclNsUoK2YSsi8MBMLCz0ZWu5JBSusbHECUCNhljZYj4DjEHcDZ4vZGRkvXhp/jH1HVozKf3LdJdh2hQt/9o7iFSquJTTHuqxg8Fen8effPYJPPPISRmPielQXk1KoKBhG4oST3zeIUGgOohiAbBLPEokqWNpgx74/uiKr/XBcXNTWjiWO0/qVpXKsR3WifjWzZs0aSJKEs2fPGh4/deoUAGDt2rVZbY+EdQJAckGERKr7tCEIopK57ZpV+D/vWYsv/NEVaFtcX+7mECUinbBAVB6JrptKdK5977EhHHlqGOELIgRBwL7+/UXbV10dl7JIlhlaJmUJBiLJubE6xzwfd8uNvhFfWSGncaxLT/4zVv7iH2iATxBZ0t7RCTEYF2LZfc/MxcgYOHgA0Wh8NYkoBjRBc+CBA4jMp34tUXwmgmUW1uvMo8jMRDUrzuhaY/e7LsXXP7IJ3/n4NXBmEVPLc1xSwW7LaA5eYwF19U/J2d51Fr6X61Yvxf957zr84RWuHBu1sGCLM6KKgomL8WvkyOtqP0d/vmTTd7NC4oTTsG9INSYo5rn9sqJgWaOQ9SptTneM6guIajpeiZR1/QrIauYd73gHeJ7Hk08+aXj8Jz/5CdavX4+VK1emeKU5C+9qS5hS6pkugiAIRku9HduudONtlxSnmB9BlJJWtwetrtor/JY4EVKpzjXmDhIER1H3U8dxiEatd5r07qJik5jbKSvx4qUcxxkc7TddvQJXuJsMA82DT59Ez0PP42vPjgAApt44D16OFL3dBFFr7Ovfj527dlt6rt83CL9vEC63x1DodCJWBA8AxsdGin5tIzJTTtd63LFuvP+YOdYXYsHpOp7DJcsasi5YrrqBcxNCZJPoXM5EW8kmY53Ijri4bIy5+/wPf4+XTl8wCutZ9N1yheM4uNwecByXZESJykpOJgse8YkavbidKnmiWDATfoGSpgrGhQsXMDExgYmJCUSjUYTDYe33UCiEI0eOYNu2bXjhhRcAAG63G7feeisOHDiAJ598EuPj43jwwQfx1FNPYc+e7AuMpw+eWoBU2PFRMlLNdGlVrkvdIIIgCIKoQjZfs7XcTViQsIELcwe1pigaVShsfHU51qO6QZjexXf96mU4NjEDOeas4jgOT584j/O6Yva2Op4ylwkiR1isSntHJ5595r8BqBN/ft+gIXLl/v570dzcAnDAho2btMdbXR5MiAH4fYOIRKJoW1V7E7fVhCRJZXWt2+rMM9bN7keFEnBlWQZf4+53jkPOjvV4dK5+eywKJtmxTsJ64WH9nh/9XkyKFf3V2KRBTC+kY51NsrkSDDX68+X+/nsN1/qoouTk9tY71qO6eD+2p5IVL61Qx/pnPvMZ/PKXv9R+DwQC+M///E8AwJe+9CW0tbXh5MmTmJ2NZ+/fddddWLRoET7/+c/j9ddfx+rVq7F//37ccMMNWe+fhHUCQOooGLNiHARBEARBmFPM+JFyYpYTWUkkOuh33mHNJZordTlnrJeieGlCxrqiaIOxOg74o6s8sPMcGoQ6bFjZbFi1WMcB0Wjyd02ZywSRH/v69+OxR7+j/T5w8IB2Xvl9g2rR6+YWjI+NaiINc7CPnx7BsG8IshyFq8iThkR61NVb5VvirTnWE+7JZjEQiauXckWW5ZwLe1YLPDhDbEtWmBRzNC9eGhPWK83qWwMsrrejUajDjBTFjKQ61u/vehPuHP4tpKhclOKlgLqiSJLCSaYanuchBgPgeV69tsdQFEXta+XiWNetqojH+5XBsV6hGesPP/xwxuccPXrU8LvNZsOePXtycqgnUttTj4Rl2KQaO0nfmJXwjV+M4OHnWWGryjpxCIIgiOqG5+sKntNdibnftYKiKNjbl1/Hs9jfz/Fj8Q5zsYXgbIuX6jPOi429LtmxrncYtS5y4ONbO3DLpjbU8Zw2wGMurqRV0koUBEHkj81mj10HFUzo4kSGfUOQJAnjp0e02C2/bxADDxwAAIRCIcP1jSg35RsXx4V184z1thYn3ntZKz78lja0LXbmvT+/bxAcx2kO7FolH8e6HLcixrcX+1nWRXf8auwCgNKsXFtoOO118H36rYbHmhyqh1iKyEUtXioIjiRTTUNDI3bu2p0U3aX1BXM5nzhgMhTBD18J4unXzsW2ozfIZr/JXIivgCzN/qoFEtYJAOosLRAfeD157BweeeE0fviKmO5lBEEQBJETshwteE53peZ+1wpPPH4IQO4C+cDBA4VsThLnz6l9llJk3NfxHMTpMP7r2DlLzy+lYz0pCgYAM6GbOYzYAO/fXjgNINkJaaujBa4EUQja2jswcPAA2lZ1Jv1NksKQJAmCIABQ72fjY6Na1MD5cyIaGhehvSP5tURpYd9ROWDC+k+Pn4cUiV+rmdh1pacJf/3+y7DzuksKcr+5v/9eAKj5KBie43J2/JpF53IJjvUXRy/g0f85AwBoyKKoKmEdex2PpQ1qtr6N51Af+5zDEdmYsV4CBbrV5UG3tzfpWqHV28kpY13td97/5HH4fn1WfYzjdKsOS6Oss91UWhRMuantKyRhmUTHuv5GDVAUDEEQBFF4yIFXneQ6gTFRxIJvohgo6XJ1d5PqBPyH/37N0vP1GevFdu47bcmDdubWMhvLrWhR38u/Pj+GqdB88qBTqewYIIKoFjZfsxUjp17T4lzYKiAxGIAgCIhG1dUh7R2diEQikKQwJmJxAjzPY8PGTTUbN0ZYY1HMhfs/45P43m/j91S5SJO34dAc6usbCrrNSiQfx7p+G4k/s22en1XrllzW2oj3rW/Nb0dESta2LgIAdC5tgGBTBa6T52fw38fPa88ptGPdDH1k1+zsjPZz3GSR/TbNTm2e51JGOheLYl1rqh0S1hNYqMdH4gmZOKhaoB8LQRAEUSQaGhcVVWglCkulLwOfCAa04pv6AY1YpCJzX/zQFeA5YN4kj9wMvWN92DdUVHF9bWsj/uwdq/HRLe1Y0awuQ46mKTb1mXeuwWWtjQCAw4f9SYPO+Xkp6TUEQWTPvv79sNlUR2Wr24MnHj8Ev28wdi9Uz00WK2Cz2cDzPCQpjGXLXZBlmYoIVwDlrjdydVsLdmxQ73GsyHQkKuMff3oCQHFiRsrp0C8VqmM9t9dqjnXd/ZXda9lkfzhmWrxlUxsaBFoFViz23XgFvvPxa/BPt2yEEMvee3VixvCcQjrWWXSXHjFhbDM/Px/fdx6F7HnD8QW4mxzYqK+TU6JLU1RzrJdmf9UCCesEgMzCOkEQBEEUkg0bNxV8aXFiZ5YoHE5nfc6vLVX2vaIocCS0s1iTNw5bHdYsb7TscEscTLHl9cWA5zjcdPVKfGJrBzzNqhs9Ek3tkuI5Du1L1M/thz94PKkPaLeRCEAQhaKpuQUA4HJ5IEmStgJIksLgOE6Lsjp+7CiWLF0OQXBg7br1EASh5EWEizUxSeROHc9h+1UrAAAz4QgA4JXANJ4fvQAA6FiS+706HcuWu4qy3UpBdaznGAUTy1E3RMHE/mdaZ2heXY3itJP8VkzqeA7uJgeEOh4Om/Gz7nvfOgDAa+dmCubuliQpud+pu24mRhPmEwWj90V8+2PX4DsfvwZXt7WU3rGex+RALUNnNgEASTNd0RKdmARBEARRKCZIBCgagiBAknJzLpci+16SJPA8j83XbC2Zq7OO4yz3l7SM81h/i+XBFxs2EEvnWDc8zvFJrr3Fi5cUq3kEseAIh+YAqKI1czvOzs5ocS87d+0GAExPTWrPBZBUBK8UTE1N5l20utZwOvMvCJovjQ417mtGiuLFsQvY4/8NAOD2aztxy6a2gu6r1eVBq9uDtevWF3S7lQYHDrkafs0z1s0d6w6TqDaiOAg2XnOtX+lpwuVuNSbmf8Yn8dAvRvPffmwlh/46nQi7njM0k0UOq0D1r7DxyasjSi2sUxSMERLWCQAWomDoxCEIgiCIjJTKnV0OJCkMv29QczFW0nsNhebA8zy6vD0lc3XyHCwvHdc7fErpAmXF6SMZMjGZ80jhkwf9S5csLVLrCGIBw6nCzPFjRyHLMjovuTTBla5ownuXtwetbk/qbRWJtevWY2x0pOT7rUT8vkH4fYNlmeBIpEFQr9NPHTuHe374ewCAvY7D+y8vvKvc5fbAFXPd1vIKBj4vx7qK/vbKdE+2yVBMWHfaSH4rFTzH4YsfugJ3vP0S/MV71mLV4nr80ZvcAICJi8kRLtkiCI6MK2+7vb0GHU2LBczJsR5/jUFYT6iVWGzkBKMIoUJnNgEgfnKzE5Iy1gmCIIh8sSK8VpI4WwgGDh4odxOKSre3Fy63B6IYKIkT3SqKokAQHEmiejHFKJ7jtCJOqRh9Yxb/8rOTGHzxtPaaUtYW0BzraaJgAL2wbhb7QqsYCaJQsGuSy+VB26pOnD8nQhAEuNwebO+Or7bZ3t2jibjd3l7svGO36faKDRUZVxn2DWn393JMcuhpsNfh+jXqhOeMpEaMfKXrKixrLF4Wepe3p6YFAS6vjHVF24a2vdj/sgI8d+p1/PuvxgEgKZ6EKC6bVi3GzW9uwyVLG8BxHG7dvApAYURoSZKSai7oVyIx9FGKbL+5ONb1/TdbXXkc6789O4Xhl88a9kuo0JmdwEI9PNiBoDnWlUTHeokbRBAEQVQ9qYRXJqbLslxzQnStF2Rl310lxu6YFVhzuYoorPMcFKR3uX33pTN49H/O4NdnpgCoArbZYKxobYx14O5/8rj6ewpl3aYJ63btMTk8C1w8B1tossitJIiFw+ZrtkIMBlT3L6feBwXBgS5vD/b179eep/8ZQMnz1Rmliq2qBsZPq/ERxbyvWIHjOPzdB69AszM+Eeq0FydiJBKJaCvByv2+i0ncYZ69OJk2CgYKnjx2DgBQb+exsqX8UUILGdYHKkQ9QbPCpS63J2lViyAIWqRWfhnrKRzrLNK5BB6IH7wS1H5uXVT+1TuVBAnrBAC9Y52KlxIEQRCFIdWyYVa4UVEUjJw6UcomEXminyzJtljs7OxMoZtTVqwMZtjyb8a/D3wFoTR5nIWGjcNYE9tSDOoTo2Cc54/j7D/dislH9oCP5r9kmiAIlX39++FyezAhBjARDEBRFLS6PKbCebmd0YQRSQqj1eVBe0dnuZsCAGgU4mJ6fZGKYh793W/KNqlTSrg8xEmzKBjt3qvE89X/9aOb0SBQMfByUmh3t5VoqG037sATjx8CoBfWs9+XwbGui6AppWN9Prb68Vt//BY0OelY1kPCOgFAPzgkYZ0gCIIoDKnc23oH3Px8bgUxzTBzj5SSvX17yt6GUpKta31+fr5ILVFpLbGbji3lTVfAlP1toPfN+O6ntuDlH3wLiqJkzOUsFPqlup9796W4psO8ECl7LywKZmZ6smSueoJYqGjXrBTmxZ137M65aHStUClxcWwi2eX2VEzuvF6kdVJRzLxg98qcHOsxaZ2D3kWs/uw/chYnz6umAoqBKT+FdnebrZR0OOsNk2/7+vdrY4N//f5PYu3Ir3ipXmQvpbAelalWQCroEyEA6E9I9ffEQaKQy7QaQRAEsaAptSBQbgFibHQEbasqw8lWLPQu9WwmEYotjnAcB1eJ3Z1a3ynNCI0ZFZY22LGkQYCiKCUtCK/fVeui1Pm7zLE+t3QtAGBeCqmvcXnUbF2CIAqOy+1BU3NLyknKbm9vWSdru7w92Lzl2rLt3+8brJhaHhPBAKLRaMW41QFgkUPnWBdIWM8HzbGew2u1KBjd/bZF5+Y9fUG9nzpITyk7dQWMgmEkjj3WrlufFOUlSRLGL8zhyUm1NkJDDtFNrO9o4zlDP1KbLCiBFyIS+9xsdCwnQZ8IASB5cBiNnZi3vHkl/viaVbhl08pyNY0gCIKoUiQpbCqoyrKcMiam2im1uFtq9AKQ1YkMUQxg4AE1S79YAru+OFSpYDF66UxCZnmaTqcTy5a7ito2Bq/zOKVzNLL2zbo3AAAis2omvMttHlFBEETusMmqLm8P3O4VcJTh+mWFbm8vHhk6XLb9D/uG8PKRl8q2fz3sfpcomJWTT2ztwIeu8uBz716D+iJlrC8U2L2yUBnryxc58M+3bIxvnyMxshIohbs71fjmwpy6atNp49GzqS3r7bJupL5wqfp46RzrmrCeQ0Z8rUNndxIL8yBJXBbDBoLdV6/EJ9/WiZUtldnhIwiCICqbRLeZ3zcIp9NpEKALIbb6fYOWsg6J/Ml2UmQiGNAE+WK4D/f27UHbqo6CbzcTrO+UNgom1p/64fce0x4TBAfWrltf1LZp6Lq1zjQZvPpBUgMfxeTT3y5ZXA1BLDTYZFW3txcutyft9WCh3tf8vkEcP3YUU5MXyt0UAOWPmjNj48oWfO7dl+JDV60oyvZv69lelO1WIoXIWE+UkdYub9R+pqieyqDOwkrDbEmMgzGLwZRlWcsnv/nNK7G0MfUKwlToHet64rUSs95k1uRTfLXWoR4zAUBXIZllrMf+r6NzhiAIgsgRM2e6KqxyhngJJrbmI7AP+4ZMsw6JwqAvopcqOz8TxYpAOex/FDt37S7KttNhxSXEBiHfP+TTHiulO1U/9kmX76ofJNWN/BLRualiNosgiBiZopbKfV8rV8b5wAMHEA7NgeO4ishZl2U5JzdzNfP8c88smAK6XB4Z68yynpibbavjtQltoQYyqSvhPMwX5heIFuBUXrbcldX5EYlltdhzXLmw/SoPrnA34aaNxiSJxFqJxYQc66mp/jOcKAjsRjAVigCg2SiCIAgif3ieT4pGEcUAJCmsOfb0YiuLC6lmajWP2uXyQJblvFx7xXJA64+nUlLHZXYJMaMCp6gDqvr6etzZd3fR28bQxwMscthSPk8vCHCyulx5oTplCaIUMEGm0qOWypVxPj42CkmSoCgKBg6Wv2/A8/yCW8WjKApcJS4KXi7YHTAXaZJFW5upJquXNgAAVi125rDlyqJS6h3kQyFjU9auW2/5/HA66yFFWT55bvraLZva8E+3bMTHtxpXaLL3dNf3XsHYG7M5bdsqJKynZmHdHYiUsJPj3148jSdfnUBoPgqAhHWCIAgiP44fO2r4PbFIm9MZH2yMj42WpE3FpNJFknxQv6t4v0AuRaWkPClmlj/TWKwULxUDZwGoYnUpj5GPvbUDu96+Gp//wOVoXZRaKNf39/iomiVcbqcsQdQyO++Ir7Kp5AlZMRjA3r49Jd/v3NwsIpF50wn6cqEX1mvBvWuFSj42Cwm7BeZhWDfl77s34Ft//BZ8ueuq3BpWYVT7cV/HF05YN6PL22PqYm9r70AkVsTQXuAJuq2dS7Sfj5+bKei2E4lEFfBc8VagVjMkrCewUI+RDSua0bFEXZr8hR+/iudHLwAgYZ0gCILIjwkxAL9vUOuMT09Pa4Isx3FoW9UJQO2s5+OGFoOBisxArSUEwaF9xsxJWOmMnx4p2kCQuYT0GeuJ+4rKCqDIOCeexW0920t+jLqbHPC+eSXecemytM8TdEuT+UgYHMeh1e2BmGPsD0EQ6dFPsFXyhKzL7cGLzz9XFkGtoaFRE7PLLegJgmAoOl0L7t10sM+7ko/NQsLl6GT++cnXMfTSuGEbegQbj1WL6w332GpFFANVf9xr/bYCBpLrhfRub6+pi93l8mhub3uBs5bXLG/E/3nPWgBAeL64hpeoLMNWppU7P/y+vyz7tUr1n+FEQagX6nBn7IRkeK9eiUYh9bJhgiAIgsgEW8bNlnLLclQbKLMipmIw/866y+0pe3RFrYuQ+sFDtgLx7GxxlqdmEltCoVDRYgQSC78DyWJLJCasA8DR3/0Gbe2dRWlLvrxr7TLc8uaVmH3xEJxvnFBdoi5P0goTgiBKSyVkXE+USVBr1QlU5Rb0BMFR0hivclPuz7vU5OpY/8Wp1wEAzU4bOpeWrn5KOaiV/gDPFbbQp371EZB6lccvnnsWgJq9X2gcsSz/UKS4wnpEVsoWA/OD7x8uy36tQsI6oaEvpFDHc9j1jtVlbA1BEARRK4yfHsX46ZGkxzUhvAB9tEoQtWtl0GFGl7dHc+HkUnxzfl7S3H65OA/1qx70ZCpaW8xMXEvFSxUFkGXMzqrLcys1r3ZJg4A/fftqvPFfD2lRMARBlJ9KuGaUQ9znOE6LgDl+7CiOHztalkgaPXr3djFjxioFu33hxIHl6lifldT43IHeN9e8IXF2djYp3rEaqeO4gjjWu7w96PL2JK3qSLXK47/+6ykAgL0IwjQrTh+ORAu+bT0RWaFEixRUvLD+qU99CuvXr8fp06e1x1544QXcdtttuPrqq3HNNdfgc5/7HILBoOF1gUAAn/vc57BlyxZs3LgRt956K1566aVSN7+q0C9LKfQSFYIgCGJhwnEcQqE5hEIh7TEmsG67cQcAVTg4fuxoXo7zWha1KwH9QCEcmstpG8ztl4sTbuCBAylfx44bM5eQIDgwUaRJF01YTzFA8/sGEZUVcJCrIo+eIQYD6LhkTbmbQRAEyp9x3eXtya2iY56wSdHNW67F9NQkzp8T8cTjh0rfkBQU675SSTQ0NJS7CSUjV8c6E9b1hcJrlfl5CefPieVuRt7wPFeQjPVub29WUUkX59SVnvZiONZt6vEXLqJj/ffBaYy+MUfCegoqWlj/7ne/i+eee87w2IkTJ/DpT38a7e3t8Pv9+OpXv4ozZ87g9ttvx/z8PAA19/OTn/wkxsbG8PWvfx2PPvooVq9ejU996lMYGxsrx1upCvR5SYUuqkAQBEEsPARBgNNZD1mWDbnqTGDd179fe646SK38zG4id/LJap0IBkwdi2IwoMUFmG2/mAU4teKlusOWrZzw+wYx7BtCVFbgsNsBqP3TSoatCHC5PfjxU89BDAZyWp1AEEThKHfGdbe3tywisiA40OXtwSNDhyuukHKXt6fma7pUwirAUpKLY11RFJyfUe/rtS6sl7vGQSGp47i8o2CyXT0zt2QN6q+7DQBgK4KB1RlzrP/glSCmQ5Gkv5+dCuHAf7+Gr/38FKRobuL7F378KgBgcb0994bmwbkKn9SpWPVUFEXcd999+PCHP2x4/MEHH8SSJUuwb98+rFmzBps3b0Z/fz9effVV/OhHPwIA/OAHP8CJEyfw5S9/GRs3bsT69etxzz33oLm5GQ8++GDa/S7k+RdBd5IL5FgnCIIg8kQQHBAEARzHgeM4+H2DcDqdKYWCSs2fJuKUWuDQD+bMHIsTYkCLCyg1o6dOADAOxNnKCeauj8oK6uudhsKvlUriigCX24O169aXqTUEQVQK5bh2be++peyTCqno9vYaVuHVIuNjoxWR718qmCiWjd76d08cxfFzM6i38zXv4h04eAAcxxkK+FYrPJ9/8dJsV89Ii9wAAHluChtXNue1bzNaYmL3xEUJ334h2Uj8o9+JOPRyAP/2q3EcGZ/KaR8Xw6pg/4U/uiL3hubB+QkS1nPi7/7u77Bp0yb84R/+oeHxn/3sZ3j7298Omy2eYbVmzRqsWrUKP/3pTwEATz/9NDo7O7FmTXwZq81mw3XXXac9h0hGX0ihGEtUCIIgiIUFi3phTqCBgwfQtsoonnd5eyAGA1AUBZuv2ZrzvlpdHrS6PWV11SwEdy+LXbEisOu/C3YMmP0tHQMPqIVHZ2dnEI2aZ0emc9YVUxg4deI4gPjSW79vEHLzSnzkq09h/IoPY/yKHoxPhlDHcRAEAQ2Ni4rWlkIRjUZrIkOVIIjCUY7VNvoVbQDKXpy8tQKy7otBqnuxJIUrIt+/VLA+yr//ahyKRdf674LTAICPv7WjaO2qFEZOnYDT6ayJyXaeK0wUTFZwqnY5+6P/D81O645vq33lVYvr8Zl3qtrnlIljXe9Sn5vPLYc9KitYvawBnmZnTq/Pl0o3p1SkevrDH/4QzzzzDO655x7D4zMzMxBFER0dyRevzs5OnDihOodOnjyJ9vZ20+ecPXsWc3NpskE5gFug/wSbPmOdL3t76B/9K+U/oPxtoH/0r9b+feE+dWDM8zzq6urAcYDb4zE856ab48vMT4+N5Lwvt8cDDsChx4ayfm2hzv9waK7sn3mx/wGqyMJEjnTPZd8FOwb0f3vwgQOW9jcRDIDjYMgo1/9dksLac0yPC7cHLrfH0r6y/qeobbpj6Nd4fVbCoceGwLddCXFegLJkFZQl7VjWaMcfXN4KSZLAc1zZv7/M/7gFcRzr/9H9n/7Rv/T/yn2OAOpkriRJZXtfiX2XxHtatf5L1WcCgG5vj+GxCTH1vbba/7UuUs0C/iNnEZgOW3rNrBTFmmUN6HlLW9nbX+x/8/MSdnT3lL0dhfinRsEoeV3Xsn2tUqdGBSnR+axel82Y5u2XLgUAzEflpL/pawGFI9Gc3nNEVmCvK18/dmVbsr5bSVRc6eILFy5g3759+Iu/+AusWLECo6Oj2t8uXrwIAGhsbEx63aJFizA+Pg5AFeBXrVpl+hwAmJ6eRn29uatsaZMTa9oW5/s2qpKZcHx2a1G9fcF+DsTCZfXKxeVuAkHUHPPzEmRZBs/zOHXyNdhtfNL9hY8toa132HK+91x4fQLnJoLo7FiV0zbyPf8ffvhh8DxX0/fOeocNPM9BksJwOlVhPd37Zd/n/LykPbfeoXY9z00ELX1W+s+U47ikzzgUCmH16tUpt1XvsOV8TGRi6YWjuLjiLWo7HTb1vUXVwdPK1w6jYfo0fvLE4wCA+29VP7Odt39S+xwq7VhRv18e8/MS1rQtxs7bPwkg/XdcK9D9nyBS43A4ynrNYn0ESQoXvA1Wz/3E9+9wOHJqy8MPP4yPfvSjWb+uWJh9rw8//DAcDgf+4rN/anjc6n27GvnCzVfj6LkZvDR6AStaF2FNa/oVZrKsYHY+iqWLcjsOqoWHH35Y+/k7334I73//+6v+/dptPE5fCOGe7/0Wf/uhN+W0jWz7+1dc+SY8/wbgXr4kq9dlc91tuag6ugWhLuk1jQ3xVaaLcjxmI7KCRmf5NML2VStx4rVjZdm3FSpOWP/iF7+I9vZ23HrrrWXZ/+vTIZwYv1CWfZebed0SEUWWF+znQCw8OE7tWJ88cyHravAEQaSnbVUHTo+NQpLCkGUZS5a5ku4vzEkxF47kfO85fXo8p20U6vzf94UvIRSq7T7EXDiifVfs/3Tvd2T0NE6MX0A4HIYgCDgxfgFzsUl8WVYsfVb65/E8D1lW8JV/+Bd036xm7yqKYnpM6dssBgNF+V6UC2cw9ey/o/naD+Pb/34Ic+EIOF7tWs+Hwhg7dVLbryzLCIVCuP49H9I+h0o7Vth3Ew6HcWL8Aq5/z4cApP+Oqx26/xNEZtpWdZT1miXLihYDUKg2ZHvuJ75/u13IqS37vvAl7dpaCZh9rwNfewiKkvxZW71vVysrmxx4CcBoYAqclBynoecXp16HoqjxD7X8mez7wpe0OjaV2nfJlutWL8XwkbN46JlTeP+6ZXA3ZRdt4v/uIEKhcFafw1JPB/CGiJam5qxex/rRVpiJHbNvXJSSXvPGdLwmxOmJi1l/h7KiICoriEbKoxH6vzuo9VErlYqKgvnpT3+KH//4x/jCF74Ank9uWlNTE4C4c13P9PQ0WlpatOfNzMyYPofjODQ3py8YoCgL85+N5/HBK91YvawB77/cVfb20D/6V8p/C/ncp3/0r5j/Wl0eCIKgZXKbPUd///2bv9qT037yuYcX4vxvdXmwvbun7J93Mf/tuKnH0F/iOC7t88VgAI99dxA8XwdBcGT9mT/23UFIkoTHvqtmTLL4Gb9vyPJ2dtzUA6WI13dE1Y7+00//FMFAAHV2NTvzjdcncHpsRHsez/NJn0El/Hvsu4NJ38tCux8utPdL/+hftv9aXZ6S7i/xuiRJYS3nvRDbY//yOfdb3bl9JmpNmfJ/p+n+HXv1KCQpbPp5pfosa+FfLOEDcobnnZ+R8Nff+x0AYHG9veztLslnE+vvrWrvrPpj4DPvXIP3rW8FAHzkmy/i/EUpq9f7fUOm50e6f1KsFg/kaFav0/cjM/2zx/TT+aic9LdIVNH6d4deDmBqLpJVO+Zjr7fVpe/3F+vfVx84gAkqXmqdH/7whwiFQvjQhz6EK6+8EldeeSU+8YlPAADe//7344477sCKFSswMjKS9NpTp07h0ksvBaAWM031nLa2Njid5Qncrwb+4j1r8bWPbMKODSvK3RSCIAiiivH7BuH3DaLLq4qxbe2dAKD9rqfV7QErHPXE44dy2tfs7AwkKQwxmLqQZbFJLLZWa3R7ew2/m5kgEhn2DUGWcyuUNBwbvAz7hmKPKFkXL+r29ha1AJsiq8L6hakpjJ8eRVOLmnF54fw5xIfpKpVY/C7+2RIEQVQGidelfIqn+n2DRbnO1XJhz4k0BcFr+Z7B+qGZipdOzs0DAIQ6Hrdf21n0dpWLvX17AKgF4ll/b2x0BAMHD5SzWQXhj7fEY6PfiH2f2aCv+2MFrXiobN11vbdvDyRJslzA1BaLzNKnUDCiumP6zGQIvl+fsdwOAIjEtmm30O8vBhPBAM6TsG6dz33uczh8+DCGh4e1f/v27QMADAwMYN++fXjXu96Fp59+GvPz8RPglVdewZkzZ/Ce97wHAPDud78bY2NjOH78uPYcSZLw9NNP44YbbijtmyIIgiCIBciwbwjDviF0e3ux7cYdcLk8EARHkjgLAFDiIm22A2i/bxDd3l7Isoy29k5tyWqpefnIS2XZb7lojX2fVpBlOUkQtyKQi8EAZFnWJkva2jtN92k2WVMKxGAAckTtj06jHtyKK+BcrLqgIEe0VRp+3yAEQSjbsZmOxIkoq98pQRBEsRCDAYOY1NC4yNJErhkDD1SWCJjt5HCxEU1EdEVRtPuXntYKvIcVEjYVnkFXx9y8KjJ2bfRgWWPy51QrPPbod3DitVcxcvI1w/mXbuKlWuhY0oBPXHcJgMwTKWZk85rnRt7AMydeBwBwWRhNmNHI6kQGx3Gw13Gau1xPNBbfuP0q9RyeDmUXq8K2WcdzGZ65cKkoYd3tduOyyy4z/GNFSC+55BK0t7fj9ttvx8zMDP7mb/4GJ0+exJEjR3DXXXfh6quvxnvf+14Aqrv9iiuuwF/+5V/iyJEjOHHiBO666y7Mz8/j9ttvL+dbJAiCIIgFx77+/ejy9pgO1AC1k87+lu2gU9/hLKeD7OL0VNn2XQ5cbg/a2jvSPkeSwprTKVGwDYVCKV4VZ0LnkhIEQft+9WIwx3HmkzUlwOX2aA6h+ms/guU3fx6zrqsAAIrOzTTsG6pYwVo/QBaDAUNsE0EQRDlwuT2G6/qGjZuwZOnyrF2igOp0NBOPS4V+gsDvG7R07yslEwmTq6y9bauSndi17NIH1Nx9AMgkmc7Nq+JovV0tVm7VUVxt2Gw2OBxO2Gw23HRLeeofFhP2fcvZ6+pZMfjiaQBAZFIEJ1t3x7PxUDYTGUIdj6PiRZyfMZqUmLB+/ZplAID5LK+l7PX2uvII6/msWioVFSWsW6G9vR3f+ta3cObMGezYsQO33347Lr/8cnz1q1/VBl82mw1f+9rXsHr1anz6059Gd3c3zp8/j4cffhgeT23fEAiCIAiiEskkfrJBXLYD53I4ZxIHyoC1WJRaI9MgOxQKYXxsJOk7PX7sqGW3z7LlLkyIAcMgn33nft8gnM76LFtdWBa3mNftCc0a6wG1uj1lc9ZbZfz0KAByrRMEYaQSrl1r163P6XovSRLGx0aL0CJr6KNT7v3bu3Jyx5YC1pcZ9g2B47iKXGFVbDhYi4IJxYR1Z0xYZ99xrQnsguBAW3sHmpoXG6IOa2XlAm8x+idfmNv7jUf+N7KTpTkIgiMrw1GjoB6Tf/29VwyPsygYp53lsGf3nkMR9Zi3lWmsI0lhLFvuKsu+rVLxo8CtW7fi6NGjmnMdADZs2IBvf/vbOHLkCH75y1/ivvvuw5IlSwyvW758Ob7yla/g+eefx69//Wt885vfxOWXX55xf7S4gSAIgiByJ93AIlXGdKvbg527dgMofge3EOgHysO+oZobTBUKdTm5I2nS4fw56zmJd/bdDYez3nSQrzrBy+uubl60yPTxSMJAyOUyOjArQahKRJLCaHV5ambQTBBEYSjXqiA9+lVv2dxz1cKnhY9fyfYa7vcNYnbmIurq6grelkKgj8xJZRRo7+gsq/u/2FhxrJ+dCuH//uD3AID6mEjJPpNqzp/f27dHy1TX43J5sHbd+qTHagG+RI51WVEg1PEQsnB7swjBpuaWrFa53PUHlwEAzrw+Zfg+I7E36bTFC5xaZToUwUcf/hWA8jnWZVmueKG24oV1giAIgiCqh/v77035NyaeJ8JERzEYqAphPZFKEHhLReJyzEwCh1kWe7arEqanLpg+LgYDlgWTYk1+pMrL5HRDc1EMJIkwlSBUMfSfjcvtqZlBM0EQtUGXt0e7ZiYWI93bt0crlm4GzxdGyE4UlPXX8HT3FxZdphbylityRZDfN2hw9QuCw3TiYGx0JCk6ppbQhPUU3dB/f/Tf8ZUn4zX8Ll2uTqxPxGoCJNYsqXT0x+0Tjx/SMr0Zra7klXZd3p6KNAbkAh9T1uUsxx3tHdkVrI3KCng+uwL2bCw1PXUBiqLA7xvUrnXp2NjWgs6l9ZgNhQ3f5/j4OID4KotIFo71wHRc2P/AlW7LryskiqJQ8VKCIAiCIBYO6aJZMomJLrcHHJfakmDWoZydnbHeuAKhHzyJoprfapZHWovohewub0/GokpmWeyyLFueQBn2DWlifpe3x7B/l9tj6XMXg4GiOck4JUUhKjmiOb8ngoGKEtITSfxsamXQTBBE4SjldSGViN3q9mDYN2S4Bx/2q4XSUxUpleUoBMGR1+Sq3zeYVlBOd3/R94kURclYm6QcqPfZ+L1VEISU96xqyDrOlXjxUvP+ybePvIGXTk8CAB7+6FtwpacJgNovGjh4oOqKeiYet4n96c1btqLb22s49yu5L5MtWhRMlq8bGx2B3W63/PyooqAuy3gltrJTEByor2/AwMEDeOLxQxn7snv79mB2ahIKx2vn6t6+PTgbUI9N5liXsnCsSxH1uT2b2nDVCvP4Q4KEdYIgCIIgCsTevj1FdZybdSjn5+fh9w0WNHsv0wB8/PSI9vNEMICJYGBB5pF2e3sxIQZMlw/rcbk82HbjDu13juPSTqCYIYqqON3UvNggAKRaBaFnQgwU3Enm9w1CFAPgouYigyJHq875zfM8xAqfBCAIojwU67pgdr9NJWKzayq7B7NioC8feQkjJ18zfc2y5S60tXekXU2XiVRiFmt7uvsLm2A9fuyoml1eBfeFdM7aYsTqVApcBqFVtjcAAD77rjVY2RLP+xcEB1xuD2ZnZ4vdxIKhP+/29u2JieqcoT83Njpi8srqjrzRo0XB5JAF09DQaPm5UVlBHZ9dn1e/slMQBIyfHoUkhdNea/y+QTz26HcwPnYKqLNr5+ph/6O4OKPW/dEc6wnvOd24h4nwgq08WSx+3yAURan4aw8J6wRBEARBFIQnHj+EpuaWrJ1h+Trhhn1DuLPvbnR5ewoioGbKTU/MO6ymwVShkSQpafmwGfrCV1bRD+6Z0LJ23XrD529F7JGksGEypBAM+4YwPjYKx+QY/vcNl+LiTx9CdFK3TDVFREylof+MGxoaLU1UEASx8ChWnJaZSJdO2H35yEvaPeD+/nuhKAouTk8lRYyxeJi169bD5fJkVdvDKqzt6ZzKTEg/f040zS6vxBotC9EoAOgd66meoD7jfetbDQ+zyZP5+epx8w8cPIDjx44CUPvu8/PzaGhosNSfqxXqOBYFU9z9RGVFc8dbIS4kS2h1eSBJYYRCc8gUMj5w8AAkSYIshcDxdYjG3lgkMq/9/MT3vgsgOWM93epTVuhUqCuPdMwKKusNOpUICesJcJWeik8QBEEQFYokheF2r8jazaIXR9M5mVMVzWJuZuagzhcxGEjbyWSufDYgrqbBVL6wLHn2XaiF4aSU4kA+hc7Y4F6WZc2pIgYDmoBiddvFyLQVRTXfnYOCG9/kweTzhxC5eF77uyJHqyJv1eX2GNpJbnWCIMxIFbWSL4nXSb9vMKWwKwYDmJ6a1H5nYrn+nszuRcO+IUNfJNvaHsVEf7+sBPev/r6azujAnleJkwGFIJNjPTwfAYAk9/Hma7YWs1lFIxya03622wVIUliLg9E71836BZV0DOTalvj3nb2yno3IKyvqMWPVRMSuCZIUjsUpdmq/p5MqXW4PeJ6H06H20+3OBtzWsx2N13TD2bERAHD4sSHU8RyOnJnCC6NvaK9NN3bSHOtlEtYBoKm5BX17c191VApIWCcIgiAIoiAIgiNvxytzdFldHs5xXMGLabncnoyOLVZATZLCUBQl62JG1YomUuvGIZIUNhUHFEVJuTwfQMYIGYbTWa/tlw0cgNRxAWYUOhfWbN9KWB2QKooMJTqfcZKnUgamE9okycKZICIIIjuKVbQy8TppJa+c53n4fYNavQ5FUSDLMu7vvzflpHi5CqOLscKWetgkRbnvAWz/+vvqi88/l1IAZP2iTLVVqpV48VLzYyUcVif49e7jvX17UkamVCp+3yDGT49qTnsAaGhoQNuqTm2C5bB/KGW/tph1a3Ih15gn9j1mETcOQJ18ymYVZlRRo2C6vb1o7+i0dN43NbfE+70uD2w2uxo5lCFKqtXlwXXXXgcA6FizDi+9+Eu0bLgBAFB/7ig4AJ4mdbv/8swpw2tTtYtlrNvLJKyLYgAbNm4qy76zgYR1giAIgiAKgqwoeTleu7w9Wla6lU673zcInufLIggOHDwQcy1L4Dgup6iTaoQNxPRucsA8Y5bjOMiynHKQftj/aMb9dXl7sL37FsNjTmd9imenphRuxcn//iZuv7YT9ue+BUQk7bNKFWtQSQNTlfIITwRBLFzMVjylWo2kFwKHfUPgeR6CIIDnefA8j3BoDhNiALf1bNfuSfr7TzmE7AkxgPv77wXP81r/ZnxsFECsH1HGlU3399+L2dkZiGJAE/GeePxQyn5cl7cHPM/XbFSMFgWT4u8Op5qxftgfv3dXY3TKwMEDCIdDSSKty+1BQ+MiAEDbqs6U/dpKK9KaGPNk1bTBdOJiT7pFZQV1sYNrX/9+S+OkDRs3aYWOu7w9WLJ0GZqaW7T4nlTc2Xc37LGdKY3LIUlh1AlOyHPTiP7saxCDAXzQeRwAMCsZIwtT9UnjGevlkY4ngoGSFs/OFRLWCYIgCIIoCJE8I1G6vb1Yu259yr/rBXTmGBcER1kK2oyfHsH42Aii0WjZnHDlIHEgxt57uoGW2SCC4zjte0sndnR7ew2Duy5vjxZHkw367yhfccXvGzQcc3v79kAQHIi8fhof2bwKHvl1APHPKl2sQbnRD1aKEZlDEASRDrMVT0x4TsTMrdl5yaUG0VqSwnjx+We1uhr6+0+uTmsxGIAjw4RuqvtKq1vNd7fZbLiz726IwUAsLxmaklsu53o4NIclS5dj5OQJtLV3ZGxHt7e3pu8TWjRIii6d3eEEABx6LH68JvY/y70KwQoutwcOh/n3yHNqAdNqmjxZttxl+Nwfe/Q78PsGMwrs7PvO1naRrSlCVrLLWAfUvhm73nV7e3Fn391Yu249pqcmUx5jXd4edHt7Uc8KlL57N2xNy6FwdYAcxUQwgKmpSfy/e/qA6SDOX4jHas3OziT1SaWIjOdG3sADPzsJABDqSh+Zrfa3paqIKSRhnSAIgiCIglDsAZd+ADPsG4p1Ao0joNYSDAbsdgGhUAihUAiKouQk9FYzVr/ndHn5+iJu2QxSWOc6l8GrPns3H9QIoPgkz2H/oxAEIevjoBJcX9UwWCEIYuGgutVTT1ZzHIfNW67Vfne5PVi23IU7++6OFfkLIRqNYm4unh99/NhR2O12TSzM9v7hcntwZ9/daZ+T6r7icnkgyzIEwYFub29SnBlztKei2ELt2nXrMT8vweXyWLo3tq3qKGp7ykncsZ7i+OM4KHLUcO9OXDFZeSvRzGlr70yKeuny9qDV7TE48lNRCcYARnNzi2HSLBKJYNg3hCceP2QQ1xPPJSZ2y0WuXhqVlaRc/kwk9s26vb2asSTVMcZe8+G3tGn7c7/vU1DqBECeBwBMT13AxekpSLMXMS/H22Sz2ZImU778n8fw1997BRfDqrPd3eTM6j0UgmHfUHwissIhYT2BLCeTCIIgCIIoMomdYb9vEGIwYCjqw8iUP2iFdEUx/b5BdF6yRnNAN7csRkNDY977rCasCsh68ZzBHNJMnE8nGugHffo4lVa3NQFA/1q7PfVgJFtYATdBECAGA9qEj9mEQz6iSKmcb5StThBEJtIVqc4Fti12P2G/TwQDaSdveZ7HI0OHIQYD2mvv7Lsb3d5eSJKk5a5zHKfdy8OhOe0+zVa7ZUuuk5CiGICiKNo9jN0D9/btgSSFMT09nXaStZhCrdm1P9P9oJqczNnCaxnr5n9XwAGyjPExY6Y6O87SmQkqCVEMYOcduzE2OqKdd60ujzrx4/IA4NLWDWp1eyrCGMDYuWu3YdLMZrPh5SMvQZIkHPYP4f03bMVtPduTziXt+45NpNzWs93S/tKNEcxQo2ByOzb0qwq7vb2WzEMdSxrw139wGQDAdtk7IQuNUKJq4V1JktSaFPNhcHYHbo29Z0FwGGJmxt6Yw5PHzgEA/vT6S/Cdj23GhpXNOb2HfKmWVcEkrBMEQRAEUXCy7XimI7EzPOwbwoQYUDuBSuHzs9MVabu//16tA68oCjZs3FQSl3wlIUlhS24lMwGeiRPsb/GVB8noC4LpB/Mul8cgaGdi567d6Fy9xtJzrcAch4LgwISoiuyp2pJOFJmdnUm7H1bgrtiEQnOWM0kJgliYpCpSnStsW0xEH/YNWRLuWeQLODUHmsUfAGpfgOM48DwPp7M+KVLm+LGjJc81Z/0Jdg/r9vaC5/nY/Y2DLEfTvNq8+GnhMApWmVYLVBtZf24ZhPVINApFiRomH2Sd0G5mJqg0/L5BjI+NaucMOw/Z8dne0Ymm5pa0BVl33rEbgPUs82LT7e3VzumBgwewZOlyzM5c1FawnHztGH75i58l5ZMzVzczrL/4/LMZ9+X3DWZ9ishK9o51wHxVgMvlsTS+evuapXj/5a74AzFhHQDsdjuU+RAA4Lg4BUCdWDl/ToSiKPjZa+fxiUd+BQC4wt2EWza1wd1cerd6tVH5Zz9BEARBEBVP4gAmnTidLYmdS7VoaBjnz4mGZdXFxu8bTCqSBBTGJV9NtLV3GoRuWZZNJxfSObj1z8/F+TQ1NWk5kibuwioszIHIjj+9q96Kq39+fj7t33M5h7IREthzFUXBE48fSllklSAIohiwa5AYDEAMBixNJrI6LC6XB+CMTnLmVnc66yEIgmHCc9uNO9T7N1da13WrywOO4wzO0yVLlwNQJyvsdntaR+bIqRNFc62zeyhzWic6sasddjxZvS9yMWU9dRQMDyQYOXieR9uqTsMKikpm4IEDiETiImuiSMtq2qSbfOr29mJ2dqZohVv39u0xXamaCr9vECOnXoPfN6jFNjHDDTu3OI7DG6+fw2092+H3DcL/3cGMmfpmDPuGsr5+RGUYhHWrx+POXbuTVsqIwYCl89RWx+ODV7q13xV5Hq0uNTarc/WlqIuq18amm7+A2//tJUQ/+H+xaPMOfPHHr+Jvf/h7AMCSBjv23HCppbYWGr9vUPucqmUlCAnrBEEQBEFkjb7TA6gukfVXXFWUfSUKr+Njo2WJrxj2DWmddY7jtMFyNVSrLyRmBUxTCdeJA81h35DaSVYAmz0epWI20Ejnyjl/TszqGGDCTaEQBEc8kBXq8lr9YIsJFsePHc1rv9k67rIRYBIL+dXyEn+CICoLMRjQrlcTopo1Pj42AkkKZywUykicfBQER8p6F0wwZC52/3fzd4FncpOzvzmdToNAtnbderx85CUsW+7KGCUnSeEkp22h4Xk+dp/iLE1YV1K+djrY8WH1vmgWBfPYdwfxk6Miho+cBVffAihy0ipJVywaJTFOoxKZCAawZOky7XezQsHh0FzG/oBenC80Zm75VN8hc81LkoT7+++FKAbQ7e2FoihYttwFjuNgtwvgeR6yLOPo736DgYMHMPzYkPZ9y4pS1Oi9qKJAb1jPdDyyvq9Z/NTOXdZXC9TbdVJvNIqdu3Zj7br1cLk8+OS1l2h/Onl+FlFHE1re/Ukt/uUPL3fhm7e9BZcuL0/U5f3992p91C1bry9LG7KFhHWCIAiCILJG3+kBAHDAI0OHC74ffWeXDfgkKQxZlhGNRrViPoVib98ezM7OpBw4MvcLW2re7e2lApBpaFuVnNPpdDqxc9duOB0ObfBmNtDQiyb6yYsub0/a+BUzXG5PQYVjQRAwEQxoznu9GCEGA9okU7oBajoXDhs0sXPM7xss+LLr8dNqvirHcZbjfQiCIPLF7xvUJsz1K2VCoRCamhdrrvREMk1kNzQ0oHP1pdh24w7Tv/M8r13rhh+zPgmZapJ3/PQohn1DcDjrTa+frFhpYi0YAJiemtTep91u3oe5rWc7OI7D9NQFy23NBUEQMCEGLBcJrKR87VTo+47ZxunoDcyP/ui/8aX/OIZ//OkJyEIj6njedIUBmww6f04sWX2UXJAVBc3NLQCgGRsSTQrbbtyR0TBS7JWiiRP/Zvh9g3js0X9Dt7c3dp5MYuTkCQBAU3ML1q5bj1aXB52r12DzlmshCA7IioLx0+pkQjwKRsGwb6ho70nOonip3zeYdrVit7cXc3NzeOzR7xheY0a9vU77ucEpaAVQu7w9+NSHb4Zn+pjp6z7zzjX4y/etwyKHzVKbi4G+71yMsWUxIGGdIAiCIIisSRQMCxn9okcvuOoFdNYB7vb2Wo4EscKLLzyHSCRiOnBMHDhXw7LfYsOc+6kKXTF3jR5BcBgmI8yc537foEFw0T+fuZGyGQQVa1WBy+WBLMtoa++IP+b2aAOBdK56nudTDoieePwQJEnSBoDDvqGCL7uWJEkbTAqCw/S7IgiCKDTDviFtYpT1I1hRvXAacTfTRHary4Odd+zGvv792HbjDs1ZzCZAbTa7et/ONlkgRVSEfnJXXzxRT5e3R8ukZrD7ZZe3B9tu3IHO1WtMJ05ffP5ZcByHUCiUZYOtwe6xguBAq9tTNUUCrXB//73az+OnR3Dv396V8TXxaJD45/D61EXDcxYvbkF9fYPhsS5vD8KhOe04Y/3WShTYeY7TjlVWIyZxQmVf//6yG0asTN4M+4YwP68WVW5qbkEoNKedkxs2boIoBnBn393YecdurU82O3MRodAcxGDAEAUjigEsWbq8oN+ZrCj4P4d+AwXq524F9dqYeTWmzWbXfk4VoaUX1jduuBqA8Rr63htuMH3dey9rtdRWwggJ6wRBEARBFJxWlycnMbO9oxN+32CSiK3v7Mpy8lLcQpFugoCJnF3eHmzecm1KV9xCwums1xVii+P3DUKSwjkPztLlWPp9g1AUxTCwyEShB4n6jPjEKBx23ItB1QGY7jxItSRYLboVHyRmUwyYnSuZBoiC4IAoxnNhyz2QJgiictGKhhYA9doYgigGIIqBmNtX0YSuXCdCXW6Pdh3b179fE0iZsK1OgHJZFx9MdS+SZRliMGBwlOuv6X7foOlkwL7+/airq0O3txf7+vdj8zVbcdhvfi/gYw5pK5EzVjDcH2JaX6vLAyjqvSybWhuVKBwzJsR4gXNBcGB25mKGV5hHwVyYfCPhOZzBVCEIgvb96idQ/L7BomXj5ws7v1rdHthsdths2TuTBcFhadVgYmykFRL7O3v79uDlIy8lbffFF56D3W5Ht7cXd9/zJTidTqPhRUmejON5HjabTa3PFPu+/33w2xg5+RrWrltf0KLxs1IUvxqbBAC857LlGZ/P3memz5XjOIOZg41bEj/nJQ12bLvChSvcTdh2ZfL1Wy+862kQzB8n0kPCOkEQBEEQWZPoqEjMRNUPcLOBOWWYW4V1sPUDFEVRiuqsSuWEZp3dbm8vHhk6rGW2LmT0nXs93d5e0+XvhYAt+y3XigFRDKQthqoNsmMO8HTnQer4FaO7ycqKEDaoGvYNwe8bxMDBA2kHtCzOZnv3wqoRQBBE9qSKZ8kFVnR8IhgAFMRc6pxhJVomrGQ8M6GebU+9bisFizJRFAUjp15L+Xerwuq+/v0pV96xnOh02xr2DVmOCmPC4cDBA1oRRBaVxunczKnQT3oUUoQsNDabDTa7oN0D05kxEj87fe8yEjG+jkV6sO3q75/d3l7wPI8ub0/FiuoADBMBnZesyZjzb4Y2SZWB+/vvNawesML42KihZtOLLzyHi9NThucM+4YQDs3hpltuBRDrc67q1H4361u1rerATbfcqpky6mLXh/Pnz2vHRyFX30qxY+edly7Dh65akfH5Tzx+CNNTkxmNQ06nEy6XR5u0YGOTxGOO4zj8n/euwz/dshE3rEt2oZsJ6/LF85Zja4pJq8tTdfGEJKwTBEEQBGEJvfNEv3TU7xs0LN8uVGcoU9YgIxuHVb5US3X6YqIfWKcTmNP9DVDdUsePHTUICuz4quQO9USsECrL6k01ycMia9LBVkEkYuZYylTQTz+oGnjggJb/m4l9/fvLUgyYIIiFiSgGwPM8Zmdn4XJ7IEmSds2zej8/+rvfJD2W6HQ3myRnTtt0q+KswnEcZFnW7mG39Wy3/NrNW67N+BxZlnHDe98PwPye6PcN4rae7Xj5yEspHe+MvX17DH0ql9tjqIHS5e3RCrKno9vbq63YKlYEYCGw2WyIzM9rWd1m92L2nR/2Pwq/b1CL62DP3du3J0nkrIt1Adm9dfOWrYa/y7KMF59/TluNUWkkRuy53B5LmeqJuFweS+aG8+fEHCayFNhsNm3MwY6zxAkQu91uMLjs3LVb+93l9iTF27G/s2tNPJ5FPY+7vD2G1Yj5EooJ6w6bNcl1dnYmthoz/QqC7d09WvHnYd8QIpFoTu172yVLED7xArizv0Xry/+GZb8/hJnvfSmnbRUcrjpqOeghYZ0gCIIgCEuwThygDjxYRzxRvCtUZyidKKgoilbwq9DZ0GZL3v2+QQiCo+gFmyqdLm9PkpswZ+e4oh4rgiDg+LGjAOLfeaV3qF1uDwTBobn8ciVdsbjEY625pcXydsfHRtJuW3U5xcX0bArBEgSx8ChknYqJYAA2mx3z88kTevkUmc50bxKDauyM2WqqdMUSUwmkPM8bhNcXn3/WclszFeRjou++/v3ged70cxn2DeH5557B7MzFjLVmnnj8UFKfyuX2oL2jE2IwoLmtrawWyDRpXi7YZ8YEWEEQtMnrpuaWpOexzyMUmjN8/0yCf+LxQ0j0DidmZbNt6PPqn3j8ECaCgcqceDDprhQzU12W5axXmAqCA2IwgIEHDmiZ405nPQ77HzU8L9Fpr38PZn1V9rsgCLGM9dgfdCtbCnlsSymE9ZePvGQ6kSfLMniez7iCYF//foBTr2diMJBTlA8AeJqdaPr1v6Pt5BNwTJ9B/evHIU8Fc9pWoanIcycDC3t0aAIZ0QiCIAgiPXv79iR1lPVu2kzOWquoruD4wJs5Serr62OdT7WAVKEHBGvXrU9yrQz7hqhYKcw/61QDejMhhgnogDqoZwOC8+fErNpht1vPVy8kekE61zoCjGXLXWmzcxsaFxnE9XQDPrYN9vlmElmGfUMGoYHnKVOTIIjUdHt70eXtSbpe5ZqznZhTLQgOLFvusuzylaRwxr5GooC+c9durZhhIukmc1OJPOw6q+8v5OpSTuxzDBw8oPWzUuXbHz92FIqiQJZlw2dh9h3Nzs4m5VR3eXuwr39/XpMZlcLevj1aDNrY6EjSPdDtXqEJ7kwMZ6sA2MQF04F+/sxPtddxnFEuq+M5rL/iKkNfBohPCLHjWpLCFTVhra04TdC4i1XYne1T7/63gvY8TjUIqOeTAkEQDJ8nK/ybinTjAnZsaCsUwMFZoHGLnnDMSe6wGftX6fL+t2y93tKqHZfLg5FTr2nmlFyvwzt37TashinlCuB0sFVMlbjqIxUkrBMEQRAEkRVjoyOGzM/E4l3TU5N570OSwjjx2qsG1y0TFttWdRalE8zo8vYkDT6OHzuKVotLXwkVs4FNooAuyzIkKay5/qx2ojsvubQsAwDVPRVGl7cHO3ftzmtSh2UWJ2ahs583bNykOZesxMCIYiCrCQp9ZrIs57aUmCCIhUViXnI+WdKKomiijiAIWLtuvWWnoiA4Mua+J05GskKGLAIDAPzfVa+3iSKo/pqcKipLEARVlI3tR5ZljI+N5CRyJU2ccqqJAEidb6+/3uvj+BK/k4GDBxCJzGN6atIg4LP7FxNXM03IVjJPPH4IgBqDxvpr6neqduZcbk9SkXU2mdLQuAgA8NuXfw0A+MXPnwGgfu+2hD4fz3F4ZOhwyhVk7PPd3t1TtDoz2XJbz3bc+7d3ma7KyKcPk2nigB2HLveKpM/ejL19e3DY/yhaXR64XB6EQiFMBAMQBAccznrIsqydW6zwby4wQZ5lib/5LdegbZV5vaBExGAA7R3WvtdwNHUUDKtPkHiteGTosOVVuPPz85BjExcDBw/kJEJ3e3u1VQxd3p6KmGTz+wYRCs0hEolUlXOdhHWCIAiCIDJiNlAUdVmd+gFZvi4ddV8cOC5ezEwUA9rgz+X2YHv3LaavzTebu9XlMXQ0WXvOnxMBLtkBR+TP9u4e7Xu22olmxdbKBRNngPS5+yyuyAyWaTshBgxF4AYOHtAciuxcCqeJdQHU434iGNA+x1aXxzS2SMuwryIXEEEQlcHAwQNJk3eiGMhJSG41KZbZ3tFpecVbqzvziqFMf3/44Ycx/Jgq/kmSpLll/b5Bgzidqk/T6o5PtrO+hyRJORX1ZK9nzuLxsVFDYcxUfZum5hY4nU7tc9vbtyfJTT1+ehQ8z6urlExSOdi9LFW/qhpgAuP42AjE4Fns3LUb27t7tL4pOxYSndN7+/YgMi9BDAbw25f/BwAwMnJC+7tNdw+38Rze3KYK6qlWkLlcHu27qITIHL9vEL/8xc8wNXkBU1OTBYtOFIMBSwWEgfjEUCbX+hOPH0IoNAeX2xOLauG1c2/tuvXgOD5tZJNV9vXvhxgM4Bvf+DoA4OpN11j+XPQ57uk4MxnCnsfUOhBmwjrr6+qvM+xYtTLZ0d7RCZ7nEZmfRytzr+c6/oldE7q9vZYnDYpJt7cXTqcTsixjdna23M2xDAnrBEEQBEFkRHOnxwQ5JggChV9KOnDwgOZUZ07m8bFRQ2czZcc2z0g3NsjXD4gGDh6ALMuYCAZMl5AT+bGvf39VO+V4nk95DrC4IjNYpi1gnFCYEAM6h6J6QEuSOvBPJWCNnx7RnP9iMJA02cVg5/HISVU4KGShLoIgahuzuJSJYCAnIdnlMtanaHV5sK9/f0YXuv71mQSoTH9/+OGHDYI1y3Ae9g0lidOp2tC2qhNd3h5MiIGsJ4gNxD6KgQcO4P7+exEKzRn7OSn6Nnff8yUIgkObfH3i8UNJqwZtdjuWLXfh7nu+lLaPlKsDuNz4fYOYnbmI48eOom1VJziO0xzNrbHiuN3eXojBgOZsB9T76tjoCNpWdarHdkycD4dVMbdtVQdaWpYCAN7R/AZ+tOs6fOZda9K2pcvbg3BozrCfcjLsGwLHcRAEB6anLhQsOnHnrt0Zs8ABGAriZiqwOzs7q0XH7Ny1G01NTdpqkS5vDxyO+CRHrtEnen729NMAgIeeG8UNH/Ra2rbVz+/p185pP29uX5z0d7PJurZ2a655QD1X11x6GQRBgMvtwXxMYM+F8dMjmqBuZWVBsdnbt0frv5rV4ahUSFgnCIIgCMIy42OjOH7sKHg+7iQpdMa5yx132yqKAkkKIxKZt9SRLoZDiLWn1cJAnlBJ912Z52JmV9yqkGQ7QDOLA2L5w4lkGugkZuPqHV1d3h7dvhSMnx5JcmuxtquDkJhiwqVuJ4MNVmiiiCCIfMlWSGZimdPp1K6b2Tpp853QZ4K6XljXi11WYrX0kWCzs7NaMdNcVu2xvsv42CgmxEBSHZupyUnc1rPd8Niy5S50e3ux7cYd2iSpw1lvqJ8BqPEld/bdbSjOWEurllgNnPPnREP/EQA2X7MV4XBI/YVLjvU5fuwoXG7VZX5xegqAqq8PDPrwlo/9DYRLNgEA3vzmzYbXpVpBUGl9RBaLs2TpMjQ1Ly7Ydq28T1EMGPrNqSKVALXvMz8vgeM4iKJaTLc19l3KioJuby+2d/dok3v5RFABar++gZsHAEyFIvjPVye0vyXGXWWL/9dnMPBzVaDef9NVuMLTZPi7IDggSVJS3zPb/hi7ZnZ5e9DU3JLzKk5BcFTUpNoTjx9Cq9uTsrZEpULCegJUu5QgCIIgUiNJYZw/J2odQ0Yh864TB3yC4EBDQ6OljnS+UTCpEARHRWQPVgqZRI1035VZBz7dgKvYZD9AM/YW0y3fzSQWOZ31BofmYf+Q9lmwgaXfNwhBcCQdg37foMEpqok5KeYozCYQKk0EIAii8tEKIcbIVkgOhebQ3tGJpubF2jUoMe87E4W4dp09exYAtGssw4pbnbWBtWN+XkLnJZfC6azP634WCs1hUVNzUsRYc0sLXv71i9rvft8g7uy7G4B6T2WC+dp165Nc/2amgGrKLraCIDi0FY7673Jf/37ts1Q/I2OuP5tAmZ66gEVNqgCqABg6GsIvphdj1n0VAKAuQTWbSBOBVCkFIAHgjdfP486+u7V/pWR8bNSwT/b9mHHY/yg4jsOipmaMj6mitMvlQecll2pFRgst/s6OHEHLqf8CAEiReNvYMZGrK/7keTW+5OqVzbjS3WT6HFmWk1bGZHtN0187N2zclFNbKxWXy2N59VKlQMI6QRAEQRBZk1joJ1F0tjowNcNswMcGqvqOrpnz2Wyper6oQn/5HNWViH4AsO3GHTlNaOgFlGpypiSKSOmW72YaKLWt6sDxY0c191IoFEoq2DvsG0Kry5MU2zLsG8L42IjmYtRik06PqC61hOcPHDxQtIkngiBqH4ezHjxfh2HfkFZ0WZLCOQnJ+tgX/b28lJN9J0+eBMAmVxXtGsrMAwwr96e4w1xBNJp9MWgxGMDevj1QFAUbNm4yFGjv8vZg5x27EYnEt2uWNb23b49mTGB9pVS51laz7CuJRKFTP8Gz7cYd2neQmBWv/y7bVnVqc+OsICag9jE59hVyHCKczbANLmFCvdXtSTkp73J70Ory4PixowWJLMkVv28QNpvNULS3kGSOklO0fR4/djRpFYYeSQrD6XRq0UYMl9tjuD7IigK/bzDvFRc779gNjuNgnzuvbZe1k+d57O3bYzjHsvke2bv83A2XwpY4IwP1vSqKgpePvFSwMUt7R2fO465KmgjSw+oQVQskrBMEQRAEYQkmyvE8n+ScTXSZTU9dyHt/siyD4zhIkqSJmXqHbqmWLo6PjZbVUV3p7Ovfn9a9pUc/YNIP8hKdKVY+70Jn++dKPvFDO3ftxoQYQCg0h4EHDoDnedhs8QG9PibBbD+SJOHF55+FJElQFEVbSXL+nJj0/HQFXzdvuTbn90AQxMIgHJqDLEfVYsliAPf334u5OXUicG/fHsviU2Jh5XLEEIjBAMLhMJzO+phIxxmEP32UlhXnJMdx2Llrt5bxDWQXtzJ+egSPPfod7bX6/TNRVJbjwvqEGDAIu+0dnXh08GFMTU6ivaNTi7MYGx1JWjm1t28P3nj9HHIlH+NEPiQK2cO+Ie2xff37YbcLEMVA0vGk/yx37tqtKZ9r162HzWbX9SXUP9hsdqDObtgGzycIfErqFZJd3h643B5MT02WbVWY3zeI+/vvRVNzS9HEfZfLk3bb+v5eJgFZlmUIgkNbqcfo8vYYvs/ZmYsYOHgA42OjebQc6L5Z/V4mX1eF9aisfvfnz4mQZRmPPfodQ5uzqSOhxI6jdJJwXV0dIvPzpkXms4FNOuzr35+xyH0qClXQtpB0eXu0IqbVAgnrBEEQBEFYgnUyZVk2iJrDviHD4GHZclfexSjZ6xM7neVYvhzKsbO6EGDHQTr3lp50ud9A3A2eKVqAdboLQTld3OrAQXUOsmNblmVNkGEF1zK/VwV2uz3JPa9/b3qRx243fg+PDB3O9S0QBLHAGD+tRjVMT01qhRGfePyQqYs6EbUwXfr7QClwOusRjUYRCs1hfGzUcO1ktS/8vkHc1rNdK+yXDlYw0+X2JF3TrSAIDkQiEe21Zi5SQXBoDvTZ2VnD3/b174csywjHip4ykY3lVesZGx1JG8uRCX3+fDkd2WIwYBD5b7rlI6aCK/ss2b1UbwSQ5Si6vb1YttyF6Wm16GtdHQ/wdYZtJIpmE2IA46fNxV1Wc0WSwmX7fIZ9Q1oh9GKJ+2IwkPac1wvkPM+jvj51MXe9oYBljZudd8uWu2LXn/xXka5cuRJQ1PNA1m1u2XIXJEkyrOqYmlSPDSvfZ3x+zlxaZ9e/XGoxJFKISclKjARkbdreXRkGGiuQsE4QBEEQhCUkSYIsy5BlGd3eXgiCI6mYFmDN3ZWO2dlZCIKgier62JlyOMeZE5hIhnV+rbq20y05VWMFrH2/+QwEEl2E+S7Fzdc5LwiC5pRkWer6MaO+fWaTAMzp1dDQmPQ96F+rFxw6L1lTMY5/giCqAyaUsVVkkhSOCWIKZmdnNME9HYf9+RUdLBRrL1tvELhcLo9W9NNms6G5uQUDBw/g5V+/aEm80jsrmUifTX+F3RtZf8fMRSoIgvb5sQLUehInTAHk7exNR6vL2oR6JnIWnzl1deTLR14CoIqMZmKl9lnqImBYu1nfbu269bg4pRYvtdkEoM4YBZPkWAcQicxr4m/i/ZT1UQrx+eSCKAZU530RYavgUsUNbb5mq+H3puaWlM9taGjUfmaf3b7+/Ul9PTWznStIn3zFihVYvHgxgHgUjCAIuLPvbm38wY7NcGgOft9gVt9nqhQT1s/LZ3JroVBJRVUzQcI6QRAEQRCWCIXmwPN8XPBu78CLzz+btCw4X8GODRgFwQGe5zE1NWloQybycQgliq5sW+lytAkVK3mi6ZaclmIA6vcNJrkIs3ENicEAGhoXGR7L1+3T6vaA4zjMzs4AUCAIgiGyhYlZXd4ejJx6DUD8uBQEhyG+gJ17giCgvaPT4Lhi79PvG4TLnVzMjiAIIh0ulweCICAajWoRMA0Njdhw9WZEIpGMYpd63YqLYuWc3Ou6qQeNjY2YnZ1BNBpFl7dHKwAoyzImxEDsOmwt49eQCx2LyMjm3sJyuXfu2p1yRZbDWY9QKJRyG5s2vxXrr1CLbbL7hlmfSRQDBREmC1HQXV+E28yooUdMiJybmpxEKBTCxekp7TGz1RDaZ6mo+2tuacHLR16CKAYMxo1IZB4A0NSyGFydcTuJujqbVGLCX67302I52qcmJ7Fk6bKir8gTgwE88fihpMf9vkGMjcYn2niex519dxsey4Vuby+amlsKlgt+ISEKRnA4seOmD6PV5dHiroDsJpFYlyzVlWPbjTvQtqoDiqLWdWAxWvkeC5WalZ4t1fo+SFgnCIIgCMISqnNb0PKYmTtWvywYyF9o5DgO227cAUEQ0NDQiHBozvIg0GokSUoSVpeybeWTo71QSMx8NSPTsSEIjqIunTZrXzauQpfbo4kvhWLnHbvB8zxkWUbbqs6kgmBsCXK3txfz8+rAf9g3FBswqwcsG4ioK0kECIID+/r3oznmwNRTLgcdQRDVTZe3B22rOjVnNHNcPjJ0OGNWMCsGqBebyzm5131zL66++moA8RgXQBUEBcGBVrcHohjIKa6BRWRkG3lzZ9/daYtM3tl3N1pdqR3Cjwwdjsd6KdCKoSYyNTmZVIA+V/IVbvV52S8+/2za546PjRqiR8KhOXCc8bhrW5U6tof1UVwuNf8ciE/2t3d0Yj7WF3jP+7aBT3B78wn247ZVnWhrTx8RJAiOjJ9PMe7HrA91Z9/dBZn8SMeJ146ZniOJ78tmsycd16ydft9gVmJqODRXkPf10Y9+FGLgDADVsf7MifNovv0hbB/4BTo3bMWWrdejuUXtQxXyc9zXvx87d+1GU3MLtmy9HmOjIwUpLluIrHQxaK1eUlGpnnqlBkhYJwiCIAgiK/R5zCwappDwPJ+y+FSmwfvma7bmNdAz6zxzHIf2jk5LOasLGbMBfCb0RTNVF52A+/vvBc/XLZioEv1gyuX2JE3iJE5cAergx+X2oKl5MTiOMxy3+sG+PgpGEISy5skTBFHddHt7sXPXbjQ0NIDj1GKfrHgez/NJk4J68nWqFoMnn3wSl6y+1BDjMvDAAVV0VoDxsZGcnN0sIiOb11qpG9Lt7UVzcwueePwQOI5Le48cPz2KsdER1NfXJ/0tHJrLS4TTvy8r8T/pmIhNXujFvFTCXiQyr+2PPaepqcnQL0z3vvSrv+x2O1wujyF2pKmpCQCwecvbkouXJgjrO3ft1rLAU7G9+5a0UXN+32BR7snDviGEQ3Na1nsx0RfU1ZO4kjVxIocVVwXUc27nrt1ZieuFeF8f/ehHNXt5VAZenbgIjq/D3LyMSP1SPDJ02FCg1WrRXtYTThUFA6jn8oaNmwpa36YQE5VWDDLZkq1QX45aWoWAhHWCIAiCICyT6O7leV4rtlUo2KAtVSc7XYd6X/9+y84Sq529VpcH+/r3V1XWX7WgH1SMj41CkiScPyfCZrMV3M1YyaLysuUu8DyPLm8P2js6U7aV5+uwt2+PNlifnrqgFf1i54vZYJ9FMOSbJ08QxMKGXZedznrY7Xbtvmiz2ZIylROpxOuPy+0xTEaOj43C5VYjWdQsZGuuc31/hfVRHFn0jaze71QhWkKrK3Oc18tHXkpyVYvBABzO+rzur+wzEWNtKQQDDxzQTBqpCmLabHatfzhw8ABaXR60uj1YttylPSfd+3LpVnZ1rr40qS/pcrkBAGenkuN2EkVSKw7jdH3GvX17cH//vaYFUHNxDOtfI4oBbcKrmKtC2OcXiUST2jyti3AE4qYV1rcZeOAA3nj9nBbPxybtrLDtxh0Fe182myqHyoqCqM4jtPW6d2jtZUJz4ntKRdxkkt56XanmkcRIzHzJVqinKBiCIAiCIGoSfYfZzIFlNvBM51zLBNueIWda19EqVIc6sbPn9w2adijzLca6UFAUJS/xmhXDA5LdTYWgUKJOMQZDa9et1yYT0k0OrVm7TnN+spzchoZGiGJAG5R2e3u1QTVDPdbVwZ4YDFT0JANBEJUPi2pjtLV3VqQrPRNdN/VogmuXt0fLJO/29mYljLt0buhuby+OHzuK6akLBW+vJIUxNzdroV+iYHpqMmmiNV+HOcPvG8T4WP7bkqQwotEoxsdGNEHS7F7t9w2iqblF+05YBr7L5bHcR9NPWu+8Y3dSX3LT5i0AgG/9cizptXXp7MdpMDuG/L5BHPYP4fw5UTve9Bnb2QiRft+gFrPEfh8fGy2JEaTb2wuO4yDL0aQ2p5qQYt/t+NgI5ufnDZMoVvv2hXxvS5csBcCE9biyfs3W69UfOLWv1d7RCUEQsur/ZTpk9O+37PErMVrdnrI7xosdX1QsSFhPpEozfQiCIAiiWAz7hjTBWd9ZFoOBlNEsmZbIWoUJ9IXIDszEsG+o7B3KaobLceDJ0EcKFaNjrRYHTSbbpf7FcIAlxgzpB296N54+JoYdq5IUxvjYiKFdbOCpn+Bi2bMspoAgCCJXEifPrdzzJUnS8ssrhe6b43EZ3d7enCLNDNuLXYfDobm0ed+5IggOS/fa7d09cLlXJN2vBMFRELOAWs8j/wKorAB3JBKBy70i6e9McLz3b+9Cc3MLwjEhWpLCWr/UqtjJsq1Z+xPZvPmtht8vd8cLlWdIIUyJ2eSKWoBzMYC4u3nYN4SBgwewt2+P5Ylvv28Q9/7tXXjs0e8gGDwLQHWC51IXIFdYfZiXj7yUVhxm3xE79wXBgfr6eq1ob7l405Vqsd+orCAix899VsyURUI99Z8/trzSw5pf3Uil1L5hfcxyCP2FKOBaTkhYJwiCIAgiI2aCs5q12mjaKS6U+OhyebQlz13enoIM5KzABjbk7s2OfFzh+QoamWCFPxPJtsBcMdjXv99wbOvPnzv77tZ+ZoNTSQprTrjt3WnOi9hHyo5h9ppKXYJMEETls+3GHdh8zdasC5FKUhiCIFRcMfDEtrPrYzg0l/MkQGuRJjBZfytTv2Rf/37DvaOQJK6IyhcmziYK/n7foCY4zs5chMvt0e5hkiQBirVsej3pnqufsPijN7lxmSsurHM5ui9DoZCpWDg9dQENjer29/btwfFjRzF+WhVwAWvC5v399yI0NwuAQ2RejeSZCAa07ZYKp9OJ2ZmLBnHY4aw39DPY587O/dnZWa24azkn+j/3F38FAJAVnZgOIKpbPdG2qhNr1623PCHFurLV7NctlNCvL1BrZZ96I1e1QcI6QRAEQRAZSSeeF9NN3uXt0TrdqkOqNCIoE4hZ1iqRGbvdnvlJaVAUBYqiFLwYbiEpR4dfLwSwnyVJ0px76ZZFT4gB+H2D2nEc1sUcEARB5AKrOZKY381IJ6JUen4ux3GG62Ouq++mJieLMoG5c9duOJ31lsTIVNf5fNu1r38//L7BguSrt7qMjmX9sXN//704fuwo/L5BrV/A7mGyLMPlzpwznw36hQANgg02Pv4Az+cmk/I8jxeff85sb+A5Dk3NLXjs0e9gQgwgFAphQgxgamoSAwcP4Lae7Sm36/cNorm5BTfdcitWdXSiqXkx3n/DVjic9UmFVouN2cQ+K56aCJsQikTmse3GHWWvu8C+V1kxd6y3uj2aQm7dZMOUdWvfQyWad6wWas3E/f33QgwGUtZNSNynKAaqduUwCesEQRAEQWTE5faA47gk91YhiwglwpxI5XLXssx1EiGtoc/bzRYxGADHcWhqataKeFYixezwW3VGHj92VBMZMolUkhTGwMEDdBwTBFFwUjnPU7kdmRhaySTG2+V63Tx/TizKNbfb24u2VR153SML0a6Bg/lFjuzt26P+wKmrsphp4v7+e7XnnD8n4vw5EQMH1cKmXd4e7T4py3LBBUm9DNog1Bly1XMVzTZvuRZPPH4o6XFBENDq8mDDxk2IRCKasQAAmltaMDU1iZd//WLKSaph3xDAqZMcP37qOaxdtx4nXzuG6anJgq8oSIcgCEl9F79vMGXfhAnpPM+XJAc+E2wSIiorRsd67GeXS80c7/L2WLagZ+tYn5qaRCQSsdrkklCoCY/z50SAsxbvOCEGcPzVo1nVtqgkSFhPoJqXbBAEQRBEsRBFNU89cSBdzI4xG/zlMwhM55xLdB/rB6qtbg8GDh7A+NhozvsmrONye1Bf36ANxoopAmfbadcEgCJjNR7h/DlRG4Cz1RSpBrFt7Z1wuT2YmpwEkP17JwiCSIWZuJvqnssmBEUmUlUom7dcW+4mZGTnruTCm6XE7xvEyKnXIAhCzvF8jz36Hezt24OpyUktr12N3jtreB7P83C5PeB5Ht3eXrhcHtzWsx08zxd8NaGtLq4ELRLqCuJYf2TocMoJiJ27dqPL2wObzQa7XcDqS9fBZrMBCiAGzyISSS4KyhCDAe2+Hm9jHSKR+ZIK1oLg0FZ1iLEVcgMPHEgppEpS2HCNcDjrC+aOzgX2tSZGwcgJ0YTs2LMSaaJlrFs8ZKanLuDo735j7cklolDRjLIsIxg4m/F5ft9gbFJTKVqEVbEhYZ0gCIIgiIyUcmlevkvF9S6mdDmBie+p29ur7dvl8mBCDJS0CFS1k+/3JgiCNoAuFqIY0JaSMzJ9x8xtVuyiSlbFJn1UjpZbmmIQy8R69p4T3ztBEESumIm7Aw+YL/mfENVVSeUWhTPxyNBh7ed8nL/FFOjz+fwK4Wbu9vZClmUIgiPneD5ZlvHi889p96RWV3LsnizLsNnUiDlnbFK4vaMTzz/3jFZ7p5Bs6ViCnk0r4b16Bd61bjk2tS/GimYH1ixrwOplDTlvVx+ZwybqWfu7vb3ovORSNDQ04MdPPYeGhkbs3LU7Fq2naP3ZxAn+8dMjht/bOzqxvNWV18rBXNB/DxPBAIZ9QxgfG0m5miAUCmHg4AHtuFm7bj2mpyZNn1sK6lJGwaj/i8GAwZBgJXs8W0m6EJFKxaAQfV6e5xFJUd9Ij/5zreT7QzpIWCcIgiAIIiOs41cKp1m+S8XHT1tzmZsJqpW+TL2Scbk9ORd6S1ziXSxGTr6W9JjVQc2wb6ioAyCrgwlZlqEoSk7u81a3p2oLQxEEUfmkmoRXFAV2u1BVokk2zt/EvpFeoK8kCuVmZvfpfMwH46dHtNfrJ1xmZ2cAADabDW3tHQDiRcb39e/HJWvW4ob3vj/n/aZikcOG/3X9aux6xxosbRCwuX0xvv2xa/DgRzZhaUPu9X2WLXcBUMVx5tTXTyLs3LXb0Hfq9vaic/WluOmWW7U+6WOPfgdAXOzc3t1jcPayYrWljIEB4n1mQXBAksIQgwE0NS9O2ZdudalFffUrHcppYKnLEAWzc9durWipGAxYc9fH3N5W1zjkuuqjWEhSGBzHFayAqZXvVwyqq6K5EtcHKCQkrBMEQRAEkRHWMSr3oNiKcGu1k55OJBWD5FbPBatxJomwZbbFnriZt+CcSUclHBMcx8FmsxkG1ak+t6THFWB8bMT0uQRBEMWkc/WacjehaJS7b1RqWFRErpPNqlDOaaJifPXVCu05nZdcqvUp9CvifvzUcxWRz20VJsw+8fghSJKEw/6hpKLkiX2nnXfs1t6j3zeo9V3YipB9/fuTjrlub2/ZPpe29g5EIlEA6sq4VH0S9lkwxGAg51UPhSBT8VL9Z+xyeyyt+otHwVgTidvaOyqqqHMoFALP8wWrYWBp4oBTz/dirlgtNtXbcoIgCIIgFhwsy9EKrPhoKsw6e2wwoLptuIpzktQ6lSxO6IuGlpPVl67D5i3XJg3MzUh8PNEpRhAEUWhY1jJjb98eKIqS88QrUXu0repEyESkvLPvbsiyjL19ewyu50LnqZcDKxPzzDzC7t3Hjx3FwAMHYLer4nMpYxmzweXyYH5eAjhkjOnRu74nxEBZ+yQsY330jTnMR+P9u6hJxrhV40e2xUuhAEuXLbf67KIiBgNazFNi3FCuWJk4mQgGsHPX7qqocZEKEtYTqd7VBwRBEARRE6TrvGYjvA77hpIGIX7foDbgN+vsse13eXswNzeL7NMSCSC5MGwlwNxDubrOw6G5inDT/Pip57KOGWBuqEouGkgQRHXDHI4sa5nx4gvPVcS1kyg82YqirP/lcntMCySyPthh/6Omj1cjYpBNNHGx8yBZcGL35kTzyIQYwEQwgM7Va7C3b09FrJpLBcdxcMWiXlLR5e3B+XOi4bFSx9fosceuS6NvzOH50Qva4/pYGPbdWD0GtVda1BVdbo9atLYC2LlrN3ieR9uqDoRCoby3x2KQrNDt7a3YCC0r0B2OIAiCIIiMlHKpZjEHUMO+IW3An7j0Ul8cqtvbC47j0NbeWbS21DK5uKqKLfqy7ztx6XomYUA/kC3nkuVcOX7sqDbQrWZxgiCIymZCN6GqjxGYiOXn0sRebdHq9qCtvSOrIof399+r/ZwuKkPvZq/EifpsmJqaxMDBA5CkMLZsvT6tqSPxHm2z2dVccpcHTzx+CJFIpOiF1HPF6XRmfA4rfKvvV5Uz1qdeqMOfvWN10uN6YT3rflOWjvVKui52e3vB83zKia9s8PsGsXbdeksTJ7Ozs3ntqxIgYZ0gCIIgiIwIgiMr50E5YUJpqsGYNuDnAP93B/Hwww8DUPMv9fA8n1X0DJEfbPBSrOMsMdsTUDv+mcRyJsSrHf/qW9o4UeWiBEEQ1UGr26MJZonXHUFw0MRejeGKCb5Wixz6fYMGt3KqVQwNjYsgy7ImOFZq/IlV9PVQsnXkdq5eo02MS5IEWZZx79/eVdD2FQLWr7aSy71l6/XY3q1+t7kWvC8kN129Ets3GNthFgVjFSWmrFvNWO/29laUuM7It5Aouy7s69+f8f1FIvnVP6oESFgnCIIgCCIj227cYSpMViJMKB0fG03qtIvBgJYbOBEMYPixIdx3330ptkNCQDYUamBQzOPMbrcbHOoDBw/A4ay39Nr5eamil2Fbxer7JQiCyAaXy4NQKIRWlyfp3luNq32I9GR7z08U4FNNot99z5fAcVzN9L+6vb2GiaZsClW6XB4cP3YUXd4ehGJxdFOTF4rQytzQ1yXa3t2DCTGQ8bh4ZOhw3KVeIWmLn33XpfjxruvwD94NAIBHXjiN5069ntO2tOKlWbymEo/1QsZ3ZXp/VlY7VDokrBMEQRAEkRErjoNKoVVz94STiqXpizdKUhhiMICzZ8+abqdtVUdxG1pDMJeSvihVpdHl7UFDQ6NB4HG5PZqQn255daUuvbaK3kUWNikYRxAEUQhkWcbU1CQ2X7O13E0higwTy8RgwBCllwpRDBjEOr2TO3G7drtd+70WYiJa3R5tIiFdBrkZ58+J2md90y23guf5iumT6AVTJpZnIxJX0oq6Op7DJUsbINSpx6g+c51hxWGfZ4JK2REEQRvv5XOcicGApRUM6j7LV8C2UJCwnkD1LfAlCIIgiNJQiY4KUzJ0alm0R9uqeH66/7uDSW7kbAc/C5mdu3aj29ubVJQqF4o1gcOO31QDo3TL2e/vvxeKolRl59/pdNKxTBBESeB5HuHQHMZGR7THsnHoEtWBPiZi5NRrSVF6ZkwEA5BlGX7fIEQxgG5vb8r85YaGRu3nWoiJcLk8Oa3Ga+/oREPjIgDqvXxf/344K3DVGeu3JdawyUQ5C5easchhwz/dshGAeRxMolknHXkmqZSNtlWdWn/ZasyTGS63Bzt3qXGamSbeauEeQcI6QRAEQRA1RToHjCgGNAHd5fZoborhx4ayHhAQcQo56VLsCRz9wEifw5+uQFo4NAdBEKoyzqCtvbNqVpsQBFG9sPtpokhCE3u1h955Pj+fnfA97BvSctNTFa5kgmuXt6ciheRsae+IGzmyuR/v69+Pu+/5EgBoueRNzS2FbVwByLXfVs7CpamoiyniZs5zK98dK/rJVallV3+9tuo4TwU7LjJNvNXCPYKEdYIgiDLg9w1aWjZJEJVAOsGxUlGLUjoMgxkg7piyAomRtUeiO4oN7v2+wYwF0vQOumpi5x27DYNemkAiCKIYuNwebNl6fbmbQZQANskcdyobV/yZjXEkSdLiUDI5VPWxItU4oZ2IfgVHtiI0ez77TO7su7tiV5DWwnfFnOaynKysW/nctYz16tTVDWQT1cNiY1LFx6SLlamF8RYJ6wRBEGVg2DdkadkkQZSbvX17MgqOlQhbvqgfzADqYE5RFEu5gZU6cCFyJ5U7auCBAyVuSelIPI5roQArQRCVR5e3B48MHa6o3GSiOLS1q6YFdn8JhUKGv5uNcSQpjDv77oYYDNSEQzVbCmVSob5pceFjiricY2XVas9YZyxb7oIkhXFbz3ZLzx/2DcHvG8TAwQOmY6z7++9N+dpaOKZJWCcIgigT5BokqoEnHj9UxYWjTPIRY4O5gYNGITXf5Y6EiizLVbcaRwwGMD42kvmJNUI15sQTBFH5pBJHRDFgqegfUT3svGO39jPHcVr8BWN2dibpNYIgoNvbi5FTJ7LaVy3kL7d3dC6IfoYkhSumsGqu8JpjPb/tVKtjnbnH7+y7G5Ik4fnnnrH0OlEMYODgAUzE/tfT6vaY1mDy+war/nhhkLCeQJUe/wRBVBnHjx2tic4HsTCYn6++SSBRDKQUEDmO0xx1zL17emy0ZG2rZXieT1olUInor707d+02HCvprsu1IA7VwlJtgiAqm/aOTm2SdSIYyKroH1H56CdRnE6noZip3zdomrvO7rPZ9ilZAcRqZl///gUxqd3W3ln17mM+pqzLOVrPtSiYArWn1LDvr9vbC1mWkybNzPD7BgEFGD89itnZGYyfNo4DUl3/Bx44kNLhXm2QsE4QBFEGzp8TEY1Gk2Z0CaIS4arQdmEWX8M6bk5nPSQpjPaOTkiShJmZGYRCc6VuYk1SLQNHFhUEJLss08XCkDhEEASRnlaXB2OjIzjsf1T7vRYydAlz2lZ1GoqZDhw8AJ6vM4hlVuMkzKh2oXYhoV/JUK1oUTA5RrpUe/FSPVZEdUDtU7vcHoRCc5ifnzcdCwiCI0lAn4jFQtXCOU7COkEQRBmQZRk8zy/IjEGiupAkyTBgqkZYR46Jqapjl8O+/v2QZRmSJEFRFHLyFoDt3bcAqJ6oK7bEnK1cMCtiyordJhY+JQiCIJJhDmN2Xa0V4YQwx+X2YNlyl9bXmpqahMMhGDKVX3z+We1nu31h9rUWQh+iFs5zLQom37D06tfVLSMGAxDFAHieB8dxSbV8xGAAgiDUdD2j6h4pEwRBVCk8z6OpqdnSc2theRRRvVR7oUMxGM/6O37sKAD1PTGHuqIomiO/bVVneRpZQ7DioJV83DDn5N6+PdrkpiRJkKSwwcnOYI6dff37yXVJEASRgVoQ14jsWLtuPQYeUCMdzp8TIQgOhBNWAjJhufOSNeVoYtlJVTydqCyYY92qWzsR9rJa0NWbmlssTYSNnx4BFFXfcDrrYUt4zYQYgCSFMXLyNcPjkiShvaM2xl4krBMEQZQBQRAsF+MxE3oIolTwPF818R56Zmdn0eryYPz0iJb1JwbP4vixo0nvhznyaQXJwoCJPk88fgiiGHenp3PZs7+RYEQQBJGZLm9PVRazJrKHTTiPj41g4OABCIKQ5M6WZVkTlmshM52oXVj6ZTTXKJiE7VQzGzZuQufqNRlNfpIkweX2wGazQxAE8Bxn6F+z5yTWXohE5vHUf/644O0uBySsJ1CNObIEQVQfbas6LYt4iTcmgiglsixXZUTK/LykFaXU5/qFdU51IH7fp/v/woTFvsiyrEW+AMl5sJXswCcIgqg0Uk1gErVHt7cXXd4eSJKE8dMjEAQH9vXvh8NZn/L5BFGp1HH5Fi+tnYz1Lm8PNl+z1RDrpIeNrVj/uW1VB1pj+oY+VlGSwmhoXJQ01lqydDmmpyaL0fSSQ8I6QRBEGXC5rRdyMivCSBDFhnWWqtGtzlaD6Adv+kLB227cAbvdDkB1qzscjqrPka80Kn0yhsUCMdjyVQCYnZ0x5MHW2qTLQsh5JQii/LB7MfVja59uby+i0ShCoZD2veujYBL7WBSrRlQq8SiYHDegWdYL0pyy0u3txb7+/UmxToA6TmSr6hVFQXtHJ3bu2o2dd+yGJIUxOzujPbetvRMbNm7S+tkMdbt5ZtlXCDSKJAiCKBPk2CAqGWOhz+pi567dSWLo+OkRKIqCVpcH+/r3o6GhEYA6ceBwVN/kQSUjBgMVn1d//pxocKELgqAd65IkGdzrtTbpQjmvBEGUgrXr1mN2dsZy9CFRI5gIiokmDRoDEZWKFgUj5+pYj22nMM2pCGZnZ5LiYJiL3e8bBMdxGBsdQbe3F93eXrSt6oTNZtOe63J5IAYDaGpuSdpOW3thxwuPPvooPvjBD+Kqq67CO97xDtx3331JETSM06dPY/369ab//u7v/i6r/doyP4UgCIIoJPobiqhz8fh9g9TRJCoKv28QrS4PJqpsGXe3txd33fmZhEc5CIKQFMG0qr0D5yaCEASBHFQFYvz0KDZtfmu5m5EWWZYRCoUQiUQAxAf9zMmuF9PVv9WGo4YgCKJUdHl78POf/Ve5m0GUCI7jYLPZtRUKLBJib98eNDW3lLNpBGEZFgWTs2G9hoqXMubn5zHsG9J0ir19e3D+nIjmlhYMHDwAp9NpeL7LbRw76sdX+u0AquheKIaHh3H33Xejr68P733ve3H06FHcfffdmJ2dxT333JPydf/4j/+ITZs2GR6rrzePskpFbVlwCIIgqgB9MVL9TYeKlBKVxrBvqOoLejKnnCSF0bn60qS/u9we3HLLLVjV3kkTWwWiGvLIFUUBz/Oao4YJANNTk0mrHVQ3O61qIAiCyIZuby/q6uqoWOUCged5LFm6TMtWZ4LZ2OgI1q5bX86mEYRlWBdQztGxXqvozYBPPH4IgFqweEIMQBAcBvE80ajEnOzd3l7Ddlpd1qNxrfBP//RPuPHGG/GJT3wC7e3teN/73ofPfvazGBoaQjAYTPm6lpYWtLa2Gv4tWrQoq32TsE4QBFFixGBAu6no88cAmFbdrgaRiqg9xGAALx95CUB1ZjKzWA/9xEAqV8S//Mu/YOcdNPBfiLAlqC7dBEytZaoTBEGUC0Fw0KT1AmHzlmtxZ9/dpiJ6e0cn9vbtKUOrCCI7eL5AxUtrqC/JcRzGT48aHrPZBYTDqkbR6vYYrvPd3l5IkpRiY/EfXQmvy4dTp05hbGwM73rXuwyPv/Od74Qsy3j66acLsp9UkLBOEARRQvb27YHL7dHcO/rMLzEYMHWtp7wxEUQRcbk9uDg9BaA6M5mzdRh330wD/0KhzyevdPSTLcy1bpapThnBBEEQ2dO2qqPcTSBKxCNDh5NEMmYY2te/H2OjI+VoFkFkBYuCydmwXoNGd57nDUY/SQqD51TBXVYUU3NSSmNgkT6fkydPAgA6Ooz3nBUrVsBut+PEiRPF2XEMEtYJgiBKyGH/owDiRXv0s9kTYsCwPIogyokoBiDLctUek8xln2qJIQmlC5tEJ1GXtwebr9kKnuexbLkreWKmdoxHBEEQJYNiYBY2w74hbfUj1bEhqgEtCiZnx7pxO7XAsuUuw+8brt4MQXBg2XIXZmcuZuU6Hz89YrpCP18uXrwIAGhsbDQ8znEcGhsbtb+b8fjjj6Onpwdve9vbsG3bNgwMDGRtbCRhnSAIooQkzt7yPG+4uVRbkUiidhkfGwXHcVWbsc5c9t3eXsiKAlmW0eXt0QZ21fq+qgEzx3el4XQaixJ1e3sxNjoCm82GtevWa1FCWgHfKp1gIgiCKCcUA7NwYdGX01OTAOhYIKoDPk/HuiasF6Y5FcHadesNq1FtNhtaXR7c2Xe31l+2iiRJGDh4oNBNzIm6ujosX74coVAIf/mXf4lvfOMbuOmmm3DgwAF8/vOfz2pbtuI0kSAIgjDDLJ5i4IEDWhZZW7tx+VIxZnQJwhpq17AWHEaRWOSS2aCu66bqf39E9rS1d+Dka8eSjm9WgEkUA/D7BjHsG8LOXbsrZhBAEARBENXAzl27MewbwmvHj5a7KQSRFTyXh2M99rJaylgHAEVRsLdvDzZv2Yrjx45i7br16Pb24sXnnzN9fqLL3fA4h4LXXGhubgaAJGe6oiiYmZnR/q5nxYoVeOaZZwyPXXnllZiZmcG//Mu/4M///M+xcuVKS/uvfEtRiamtw58giErC7xs0ndWNOyGVpNyxYd9Q1lnRBFEIBMEBjuNqwmEkCEJKFzVlqy9MXC5PyqJ63d5euFweDPuGIIoB9Xda4UAQBEEQlmH312pYxUYQevhYdnhu1F7IuhgMgOM4rU5CODSn/S1VHS6zIsYAcGff3XC5PDjsH0J7R2fB2rhmzRoAwMiIsZbD6dOnMT8/j7Vr11re1hVXXAEACAaDll9DVzmCIIgSMfDAAbS6PRBN4l78vkG0reo0jYIRBIGc60RZSIzLqGayXapI5Ec1rnQQgwEtrovVFhgfGy1nkwiCIAiiaqnWOj3EwobnOOSqqytK7Zl1d+7aDZ7nIQYDGPYNodXlydjPT/X3bm8vxGAAguBIKcrnQnt7O9asWYOnnnrK8Ph//ud/wmaz4R3veEfSa37yk5+gr68PkUjE8PjLL78MnueTCqGmg4R1giCIEjE+NoKpyUnTrN5h31BaR+Swb6iYTSMIU2pJjKaVH6VDn8NY2RhHTS63RztO2CRnYl0MgiAIgiBSoxfUJsRATfUliYUBzwHRPIqX1lgKDLq9vRAEQesbu9yejCua0/19Qgxgdna2oG0EgM9+9rP40Y9+hIceegjj4+P4yU9+gn/+53/Gxz72MSxbtgxHjhzBtm3b8MILLwAA3G43vv/972PPnj34zW9+g5GREXz729/Gv/7rv+Lmm2/GsmXLLO+bMtYJgiBKhCA4EA7NodXlMTzmiLmCRTGAVoobICqIWjkeJSmMDVdvLnczFgw8z1dFhFDbquQlqOyYb3V7cPwY5cISBEEQRDbo7/+yolD/i6g6OA44PjGD3wencbm7KavX5pwgU+EIggOSFEYkEsHNH741r21JkoT5ealALYuzbds2/L//9//w1a9+FV/5ylewfPlyfPzjH8euXbsAAHNzczh58qQm6m/YsAEPPfQQDh48iNtvvx0XL15EW1sb/vzP/xyf/vSns9o3CesEQRAlotXlwYQYMDjT29o7MD6mZoFNBAN404Y3J71OksK0lJIoCy5XbQjrbas68cjQYcNj1RhVUi1Ugzuty9tjuhJo5x27tf/vuvMzhucTBEEQBGEdnuOS+l8EUeksrrdjbj6Mrzx5HA9+ZFOWr1ZqrnApQxAceP38uQKYZ4r3GW3fvh3bt283/dvWrVtx9KjRNLNlyxY89NBDee+XomASqNFzgCCICmBqahIADBnrLpcHkhSfsTUT0NtWdVLhPKLktNaIqA6o2YCJVIOjulqphtidVN8/ezzx73S8EARBEARB1D5f6d4AAJibj2b9WgW1l7EOqOPC2dlZ03pw2bK9u6fmihqTY50gCKIE7O3bgzdeP4fO1ZcaMtbFYAANjYtw/NhRzdGeiJkoSBDFxuXOXJimWiBRlMgFQXAgFJordzMIgiAIoirRm4cIolpwNzmwotmB+Wj2uS61WLwUUMeFx4/9Hq3uNXlva1//fpw88VoBWlU5VNw0gSzL+MY3voE/+qM/wsaNG7F161Z89rOfxfj4uPacF154AbfddhuuvvpqXHPNNfjc5z6HYDBo2E4gEMDnPvc5bNmyBRs3bsStt96Kl156qdRvhyAIAgAwNjqChoZGQAFmZ2e0x11uDzZs3ITz50RTV7ooBtDt7SVhkCgLdNwRCxsFSq2GZRIEQRBEkaEC4ES1UsdziMg59gFrUVmPUaiY0FqLiKo4Yf2+++7DP/7jP+JP/uRP8Pjjj+Pv//7v8dvf/hYf+9jHIEkSTpw4gU9/+tNob2+H3+/HV7/6VZw5cwa333475ufnAagzo5/85CcxNjaGr3/963j00UexevVqfOpTn8LY2FiZ3yFBEAuZnbt2w2YzXyyU6A72+wYxPjZaimYRBEEQCUiSBLvdXu5mEARBEARBECXEzvOYj8pZv05RFHA1rKzXymrmQlNRwnokEsGPf/xj3H777dixYwfa29tx/fXX4zOf+QxOnz6No0eP4sEHH8SSJUuwb98+rFmzBps3b0Z/fz9effVV/OhHPwIA/OAHP8CJEyfw5S9/GRs3bsT69etxzz33oLm5GQ8++GCZ3yVBEAuVVrcH3d7epPxhMRiALMvo9vai1e2B3zcIABg4eACzszPw+wa1xwiiVIgFyNAjiEomcXBgNlhoaGgsVXMIgiAIgiCICsBWxyGag2NdQe3WbeQ4jlYzp6CihHWbzYannnoKf/Znf2Z4nAXb2+12/OxnP8Pb3/52g+NzzZo1WLVqFX76058CAJ5++ml0dnZizZo1hm1fd9112nMIgiBKzc471Kz01oTIF5fbA5tNdUW6XB4M+4a0x9kNjD1GEKViwqSQLkHUElSglCAIgiCKRzUUMycIM2w8j/lchfXCN6cicDqd5W5CxVJRwroZr7zyCg4ePIgbbrgB7e3tEEURHR0dSc/r7OzEiRMnAAAnT55Ee3u76XPOnj2LuTkqREUQROlhog0T2PXIcvZVxwmCIAiCIAiCICqRtlXJug1BVAP2mGNdTlFr52++/wp2PPgLfP3ZEeMfalhZp4my1JgH/VYAX/7yl/Gtb30L0WgUt912G/7qr/4Kr7/+OgCgsTF5We6iRYu0AqczMzNYtWqV6XMAYHp6GvX19ab75bjaXbpBEIQ57Jwv5rnf7e3Rtn/TzXFXJHts+XIXOE593vBjQ4ZrEccBE2KArk1EyVkIx1wpzv+FSK18nurKoXK3gigWdP4TxMKEzv3S8L927abPmKg4rJz/9jr1j1FFQR1vfGIkKuMXp94AAPxy9A3cfl2n9jemq9facd/t7UFHR2fZ3lelf54VK6x/+tOfRnd3N1555RX8/d//PU6ePIkvfvGLRd/v8pZGrGlbXPT9EARReaxeubho2/6Lz/6p6eP1Dhs++tGP4uGHH8aatsX4i8/+KR568J/wzJPfw6kTxwAAa9oW49xEkK5NREnheW5BHXPFPP8XGrVy7Hg8Huz9m7tq4r0Q6aHznyAWJnTuF5dU4x+CqATSnf/NDQIAYJW7GYscRtl0cnZe+9lWxxv6iXYbjzqer7m+o3oul+98XmSXyrZvK1SssL506VIsXboUa9euxerVq3HzzTfj5z//OQDg4sWLSc+fnp5GS0sLAKCpqQkzMzOmz+E4Ds3NzSn3e25yBifGLxTmTRAEURVwnHpjPXnmAlKs9sqZvX+1B/vu25/y73PhCK5/z4cw8LWHtGvP+PgZfOYzuzE9PQWO43Bi/AIuXryIW//4k2m3RRCFZHmre0HcD4t5/i9UZFmpiWPnkjXrcP17PlQT74Uwh85/gliY0LlPEAsXK+e/JKkxrc8dDWL1MmNihjgd1n6eDUcM/URpPgpFqY1+cCVx7txkuZuQlooS1l9//XX84he/wJYtW9Da2qo9ftlllwEATp8+jRUrVmBkZCTptadOncLb3vY2AGox01/96lemz2lra8sQus/RzZUgFiiKgoKe/37fIA75H8W9/fvh9w2aFsZj+9xxU4+2b0mSIElhrXCzogCyLGN0dISuT0TJaHV5FtTxVujzf6FTC58lHRMLB/quCWJhQuc+QSxc0p3/Trs6Dv/0d/4Hh/5kq8G1PiPFa6NFZcWwDfYzXVcKS6V/nhVVvDQcDmPPnj0YHh42PP773/8eAOB2u/Gud70LTz/9NObn48svXnnlFZw5cwbvec97AADvfve7MTY2huPHj2vPkSQJTz/9NG644YbivxGCIAgAw74hSJI6oz3wwAHT53R5ewDAILqz1wiCgGXLXbGfqVgIQRDVQavLU+4mFAR2fSYIgiAIgiAWDr1viddsfGM2HkNyMRzBXYd/q/0elY2Kr4LKzwMnCk9FCesrVqzATTfdhAceeAA+nw+jo6N49tlnsXfvXrS2tmLbtm24/fbbMTMzg7/5m7/ByZMnceTIEdx11124+uqr8d73vhcA8P73vx9XXHEF/vIv/xJHjhzBiRMncNddd2F+fh633357md8lQRALDb9vEONjo6Z/M3OxMxFdEBxYu249AGB79y3FayBBEEQBcblrQ1g3uz4TBEEQBEEQtc2a5Y3YsUHtz0rRuHj+++BFiBfjQntgOoyeb9HIhzwAAI4hSURBVPwSvd98HqfOz0KBAg6krC80KkpYB4B77rkHH/3oR3Hw4EF88IMfxF133YXLLrsMg4ODaG5uRnt7O771rW/hzJkz2LFjB26//XZcfvnl+OpXv6rFJthsNnzta1/D6tWrtSKo58+fx8MPPwyPpzYGewRBVD6iGMCy5S6Dc90KTc1qvQhJkjTH5L5+ylYnCIIgCIIgCIIgiGIj1Kn6ohSRtceisUyS26/tRFuLGjF9fnYeExcl/DYwVfGRJURxqKiMdUCNPtizZw/27NmT8jkbNmzAt7/97bTbWb58Ob7yla8UunkEQRCWmQgG8KYNb4YoBiAIguXXhUNzkGUZkhQmxyRRFvy+wXI3gSAIgiAIgiAIoiw4bKqwHtYL67HoF54D6nijM30mrGavUxTMwqPihPVyQ+cAQRCFQpIkiMEAxk+Pom1VZ7mbQxCWGfYNlbsJBEEQBEEQBEEQZUGICetSNC6syzFhvY7nkoT1i1IEikKa4kKk4qJgCIIgagVJCmNCDECSwti5a3dWr+V5PiuXO0EUElEMlLsJBEEQBEEQBEEQZcFelyyssyiYOi5ZWH/khdMYuzAHjizrCw4S1gmCIIoEq/sgy3JWkS4OZz14nkdbu9HlLgZJ7CRKw/jYSLmbQFQxrDYEQRAEQRAEQVQjLArmJ0cnNHE9qnOs23TC+rIGe+kbSFQMJKwTBEEUAb9vEDabDa1uD2y27G60a9etR+cll8LlMhZbniAXMVEiJEnK/CSCSAHVhiAIgiAIgiCqmWanmpz99Gvn8dPj5wDEHes8x6FO50y/b8eb8MmtHbjcvQg7NniSN0bUNCSsEwRBFBBW9HHYNwRBcGDnHbvR0NCQ1Ta6vD1wuT1Jrs/Z2ZmCtZMgCIIgCIIgCIIgiGTevmYZ3nnpMgDAZCgCwOhY10fB2Ot4/PGWdvzzLVfjY2/tKH1jibJCwjpBEEQBGfYNwe8bxPFjRwGozs1WV3az1sztmej6nJ+fL0wjCYIgCIIgCIIgCIIwxV7H4/2XuwAA8xmiYFgeO7EwoW+fIGoQ5pomSo8oBjDwwAGIwbNYf8VVAJB14dJU2O1UzJQgCIIgCIIgCIIgio0Qy1mXIqqwLqcoXmqvo4KlCxkS1gmiBhn2DZW7CQuWiWAAE7Eio48MHQaQW96wWfG/ztVrsLdvT34NJAgLyLJMxXIJgiAIgiAIgliwCDEnuhRVBfWYcR11PIdrVy9F6yIBm9sXo8VJxUsXMiSsEwRBFJjp6SnwfH6XVzMx3uXy4InHD+W1XYKwAs/zcLmp8A5BEARBEARBEAsTIeZEZ471ePFSYMeGFRj8xBb8vx1vMrjXiYUHCesJcHQ+EDUCOZtLx96+PYbPW5ZlNDU1l7FFBEEQBEEQBEEQBEHkCouCMctYJwgGCesEUaOQs7l0jI2OYGx0pOj7ae/oxOzsTNH3QxAEQRAEQRAEQRALGRYFc2FuHgAJ64Q5JKwTRA0iBgOYnZ2hIqYlwO8bhCjGs6hlRQHP12HbjTsKvq99/fshy3LBt0sQZpjl/BMEQRAEQRAEQSwEmGP9p6+dx0O/GDEULyUIBgnrBFGDuNweyLKMgQcOlLspNc+wbwgjJ09ov/Mch1t6/xj7+veXsVUEkT+5FN0lCIIgCIIgCIKoBZY3CrjxSjcA4NjEjOZY58mxTuggYZ0gaoBUzvTxseLHkxDA/LwEMai61iVJKrqoTvn5BEEQBEEQBEEQBFE8OI7DZ999KQBg9I05fOuXYwDIsU4YIWE9ATo9iGoklTNdkqQSt2RhwnEcRk69htt6tkOSwkXdlyzLeOzRfyvqPoiFzd6+PRQ5RBAEQRAEQRDEgqeO52Cv43B2KqQ9tqzRXsYWEZUGCesEUQNMBAOG37u8PRAER5las7AQgwHYbDbIsoyXf/1i0T93RVEgSWHKzyeKxhOPH4LNZit3MwiCIAiCIAiCIMqO01an/dz/oSvRvqShjK0hKg0S1gmiBjBzSbe1d5ShJQuPqalJdF5yKQTBAUmS0LaquJ97fX0DOI7DwEHKzyeKR0NDY7mbQBAEQRAEQRAEUXYctrh0ut69qIwtISoREtYJogaQJMngYB544AB23rEbDY100S8258+J2Llrt/a7y+0p6v4EQQDHcZgQA5mfTBAEQRAEQRAEQRBEzjjtcem0UaCVvYQREtYJokYY9g1pP09NTgIA3J4V5WrOgkGWZXR7e4uerc5odXvgdDpLsi9i4eH3DUKSwiU7ngmCIAiCIAiCICqZt6xaDJ4DNrcvRh1PlRkJIzTVkgBH1X2JKoTneYi6nPVwaA7DviG4XMV1Ty909KsEli134Y3Xzxm+h2LgcnkwEQygtcjOeGJhMuwbgiA40ErXDoIgCIIgCIIgCHz23Zfis+++tNzNICoUEtYJogaw2exFjyAhkrm//17t57Xr1qO94/3YvGVrUffZ5e3Bb1/+H5o0IYpGq8tD1xOCIAiCIAiCIAiCyABFwRBElaO6phXDY+Q2LQ3TU5PgefUy2uXtwb7+/ej29hZ1n2z7xXbGEwuT48eOlrsJBEEQBEEQBEEQBFEVkLBOEFUOi25g+H2DcLk9EIMBRCIR7O3bU8bW1TaSFNY++2IL6npa3R4qXkoUhXBoDqBENIIgCIIgCIIgCILICEXBEEQN0OryaA7mYd8Qurw9AFSx9+O33lTOptU0giBAEISS75diYIhiMhEM0DFGEARBEARBEARBEBkgxzpB1ACumIOZudO7vb0ldVAvVPQrBUoNCZ8LE33B3GIgSRIAaJNzBEEQBEEQBEEQBEGYQ8I6QdQIrW4PHnv0O+VuxoJj2407yt0EQkexhedysrdvDwYOHijyXtR6DTQxRxAEQRAEQRAEQRDpIWGdIGqEqclJRCKRpMerpchltQqi+/r3l3yf5CZOzbBvqNxNKBpjoyNwuYu9UoEC1gmCIAiCIAiCIAjCCiSsE0SVIwYDaO/oxPlzIng++ZQePz2qRcRUsnhdy4JooSE38cJELEHBWkkK0yoMgiAIgiAIgiAIgrAACesEUeW43B7NNb1suQvHjx01/D0SieCJxw/B7xssQYwEQZSXalmhkQvjY6Pa+yvGJJnfNwhBEMqyCoMgCIIgCIIgCIIgqg0S1hOgRfBEtSIIDtzZdzfeeP2c4fFIZB6zszMYeOAAJsTiiXJEaallATkfxk+PlrsJRUOSwtpNauDgAW0lihm39WzPevs08UYQBEEQBEEQBEEQ1iFhnSBqhO3dt6Db2wtZlg2P8zyPJUuXY3xsBLOzM/D7BnF//71lamV60gmFhJGJEsSCVCOSFC53E4qGIAhwuTzqecKpmeupePH5Z7Pe/tTUJATBkU8TCYIgCIIgCIIgCGLBQMI6QdQIqeIbBEHA2nXrEYlEsWTpcgz7hnD+nFji1lnjiccPlbsJlqgUx3+ltIMoDW2rOgGo58lEhhULiRNsVqjU6wJBEARBEARBEARBVCIkrBNEFWMW97B5y7WG35kDNRKZxw3vfX9J2pULohiAJEnlbkZK9CL2sG+oItz1rOArCewLg81btmo1FGZnZ1M+z+8bhKIoWW8/FzGeIAiCIAiCIAiCIBYqJKwTRBXz/HPPJD32yNBhw++tLg8ANRJmbHQEYoVGiEwEAxUd45EYn3PYP6R9tuWg1e1Be4fqYGYCO1HbjI2O4Pw5EZIUTnuu0PFAEARBEARBEARBEMWHhPUEqHgpUU1YcaXu3LUbgBoJAwAjJ1+DzS4UtV25MDs7A56vzEvS3r49SZnmkiSV9YLhKqOoT5QPWZbhWbkKHMdlLGCb7UoGp/P/b+++w5o62z+AfxNC2EOEgMpw4F51orXW1dfaukAqRa1bUVGxvC60UkVR0Vqp1KpFrVsRRXC2tbW2v7Zvq3Xb5ZalDIWCzCQkvz/SHAlDRNEQ+H6uq1clOUmeAznnJPdzP/dthgEDhz7P8IiIiIiIiIhqjeoZxSKiKuPl7Yu01BRYWdsC0ATmTE1MqkUpk+JUKhUkEom+h1EmbZNIbaDS09sHKpWqwjrXL5Kntw/O/3ZGb69fXdX05pumpmYwMjKCsbExsrOznhg8j9wQIfz7aYLsDZxdy+3VQERERERERES6GFgnMnBXr1yscBuZoxPcmzaHi6sbxGIxBgwcikMH9lar2tyajHr9pYDv2rWrzNtjY6KQlpYCtVotlIPx8vaFRGL8ModXipe3b6ksenq8MqOmauDsivTUFJibW+BR9j+lShQBmn4FZmZmkDk+XtXwNOVhim9PRERERERERE/GwPpLUp0CmGT4tNnmRkZGKMgvv4mhlqe3Dzy9fRAaFg5zcwuEhoVDqVSWGZTTlwbObpBKpXo5VmIPRpUbWI/cGIHkxATIHOuhsCBfuN3c3BwODETSS6YNfjs4OkEqNdF5TwrUQAMXt0o9b3VbwUJERERERERU3TGw/pKwmRxVpSOxmveTVGryVJnTXt6+8PL21bnN1NRMJ+M5NiYKo3yGVO1AK0EbMCxevgJ4OZNScYfKPz7TU1OgVCoxJyhYJ5A+YOBQvdc5HzBwKCftSjAxNdP3EF6KJ733ZI5OkMmchBrssTFRFdZjP3Rgr9AMl4iIiIiIiIgqxsA6kYGJjYmCXC7/N8NU/cylL4Z4DYdarRYCs5EbInD215+qcKSV5+DoVKq8SclA+4vy559/lrpN+7tRqYo0ExPFesVWh1rUoWHhnLQrocwM7hrE09sHAwYOhae3DxwcnZCXl1vudslJCQA0x1ByUvwTn1elUlWL9zQRERERERGRoWBgncjARG6IQFFRERIT4p+pUaM2ozc0LBwikUgIzMocnSASVVzj/EVkSGvrmHfq7CEECrWvk56W8lKysv/5559St0VuiEDzlm1Q114GAOjUxQPA47IZnt4+L3xcTyONtdYB1I6SW17evggNC4eXty9kMicolUqd+2NjonDzxjV4eftCLi8EoDm2a3pTVyIiIiIiIqKXjYH1l6SiZfhET6t4g0EHRycMGDi0Uo+3trYR/t3Fo4fw3rx54xocnqK0yfNmkJcV/IyLiQbUmmC/SqXCoqBA4XXkcvlLyco2MTEpNb74u7dw984t9OnXH8DjwPpXxw8DQKnyOvpw88Y1pFfi/FKTg8+RGyJqTSkYLVNTM52/aVxMNB4+SKv089T0pq9EREREREREVY2B9ZekZHkLoqrgNy2g0uUbigfm90QfQXZ2FgDNe9S9afMKA68VlZSoSOTGsgPzfv4BAACJsRQnjsUJ45TLC19qRnbxiYM6dvaYExQs/I7jYqKFUjzVRWbGg0qNpyaXjpE5OsG9aXN9D+O5xMZEPfXkh2bFhFrnPXvzxjXh31KpifBcFU3ANXBmfXUiIiIiIiKiymBg/SWrTNCEqDxqtRppqSnPlDFdsnzJo+x/hPdkWmoKghfMLvWY/n08ir1vyy4X87Tv6+TEsgPz2n1xcXVDzqNsoZGiVGqC7KwsofxKZTzt8ZaWmoL69esDeDwJFhsThT79+uv8jj29fRAXEw2rYln/+qZSqYSSH6RhqOfZ2JgoRG6IeOpVIV7evpBKTXQmyx4+SCuWfa4WJlK0qy3KVXEVKCIiIiIiIiIqhoH1Ep4ltvA0ARxt4CtyQ0SNzhill0MsFusE0yqjdDBeU2ddLBbDzz8A8sIC4T2t/f/d2zeF9215JSPWhC2r8LVjY6KgVCrRv48H+vcpO9DnN02TuZ6YEP/E13sacTHRT3W8JSUmoF69egA0x6o2wHn+tzM622l/d9UpK1osFkOlUul7GNVGWmqKJjhdzsqI6iwuJhoQAdnZWU89MVBW+SZtPXW5XI601BSkpaVUfByon3w3EREREREREeliYL0KPE3gTluqIT0tRWepPtGz6OLRo8qea4jXcFy9chHmFpbw8vaFg8xJyJjVlj4Ri598qoiNiUJ6WopOVnl5tdTdGjZBUkI87t6+KdyuzU4HIIxBe5uJqRkyMx6UCnJXpeIZ3wUFBYjcEAGZo1OZkxdpaSnVpmkpALg1bALTWlZX/Em0f7fK1J2vTtJTU/DwQZowUVVRgP1JE2xSqQmSkxKQnZVV4XM960QdERERERERUW3FwHoVKF7/uazARWxMlJBRKpfLn6mxHFFxe6KPVNlzhYaFIy83B8EhKwEAffr1R2rqfeH+ZYsXANAEv2NjouBQIgAXGxOFNWHLYGQkwaEDe4Xbz/92plT5lps3rgEiQKlUQK1WY5TPEM2253SD5tqM8EVBgbC2sYG5ucVz13Z/EqlUinv37gEATE1NAWj2t8wAurp6NC3V8vMPQAMXV30Po9ox5PI4UqkJHj5I0zTxrSDz/kmTPNrVHo+ys8ot80REREREREREz4aB9SqQnJgg/LusIEhcTDQkEuN/mx4WsmwDPRdtIK2qG3pqg8WhYeEQizRFke7fT0ZuziN06tIdiQnxiNwYAVmx0hOjfIYgLiYa+fl56NqtB+rY2Qv3JSbE46vjh3VeIzPjAbKzsiAWiyEWi3HxvCagXjK72NPbB6Fh4Th96iTSU1MwYOBQtG3f6ZnqZqdVkLkcGxMFqdQEIpEIi+YHooGzG9LTUpCYEF9mAF3b7LW68PL2RafOFdTPriW0x0Raakq1ajD7tLTv1QYurhCLxTgSG11h5r2Xt6/Oe1wqlQqTX5r/qyGXF8LPPwCFBfkvbOxEREREREREtQ0D61VAqVQI/y4vCOLWqDEiN0agqKgIIhF/7fTstMHe4hM6Vc3E1AyLggKRci8Zw31HCxny8XduC9vExkThtzM/4+aNa8jLzYGntw/69Osv3J+WphvcjI2Jgrm5BeYEBaNTl+4Y7jsaHTppAsIl60Rr9zEz4wEcZE4IDQvHnugjle5PkJaWIjQjLU9cTDTkcjnq1auHw7HRQkmM8iYuquOKk7JWB9QGpSZa1JpJmeSkBIOcwExPS4GDzEko3aLt+lFRM9biqzmGePkIfQqgBvLz84UyT0RERERERERUdRjhLUEkqnz7UpVK9cSgR1paCmQyJ8TfuQUAaOze9Jkyb4l0VV23wZI11OcEBSMxIR5yeSFCw8IBaMq4KBSPA+WRGyOgVquRmfEAYrEYXt6+SEyIF97b2VlZUCqVj7ffEIHmLdvAy9sXe6KPIDQsHBKJBICmnElZij/+mahRqnRNWbRlQ7QTASamZi904qKqyRydhGavtUnJFUIyRyd4eftCLi+ERGKsp1E9O7m8EJ26eMDaxgYSiQRyeSEcZE5CE97yy748vm516uIhBNFljk4wMjISyjw9SXXqG0BERERERERkCBhYrwJisRhrwpYJpV5K0maxq1QqmJmZA2oIzSGJnoY2WL0oKFDITJZKTars+YuXcAE0GeM3b1zTCbg3bNQEjZo0FcpOJCfGQyIxRh07ewwbPhKApi65tumitbUNTM3MhLHLHJ3KrA3/pEmmLh49yg26Pw2ZoxNSU+4/dTa3Nss5M+MBCgyobMaTgqI1OZO9+ORHyf00Nzc3uAlMuVyOxIR4+E0LwBAvzd9U5ugkHHPlZ50/nmQrvqrD09sHnbp0Fx5nbCwt97WZ0U5ERERERERUOQysVwG3Rk2QmfHg34CGqFQwR1vmQiqVooGLK/z8A6pdnWaq3rTBssSE+FKNPqvCnKDgUrdlZjyEW8Mmws97oo/g5OkzQnKslbUtVny0DnOCgoWs9tCwcFjb2GBRUCBkjk4IDlkJL2/fcoO7nt4+WBO2rNwSL3uij+gE/Cqql17coqBApKWlIC83p8Jsbu0khVqtRlpaCiQSY5iamj31a+lbyTrbxR2JPQCgZgbYi09kFm+cW1RUBLm8sNKlg/RNLBYjLTUFXt6+CA0LR117GQA8RePe0tcdAMLqEC1zc/NS2xja5AMRERERERFRdcHAehXwmxYAhUJTZ12pVAgZu1oyRye4uLpBYiyFTKYpVaCt08ygBj2N4vW+X0SJkrKyVZVKRZnZ4jKZE/r38UB+fh68vH1LP1YNHDqwT3jeRUGBpZqYFn/dzIwHT12GQhtgfJrj5qvjh5GdlYVOXbpXuK2ziysATSmo9NQUSKVSDPEaXua2Umn5Wb96VU4VK23wuby/gaHTThhoz8GA5u8olZpUaiJGX4q/l90aNtE55vr064+0tBQolUVwcXUr9zmkUmmZjbNLKqssEldPERERERERET0bBtargJe3L8RiI9y8cQ0SiTEKC/KFYIn2/6Fh4RCLRKUCiNUxozI2JgqjfIboexhUjLackKe3jxAoLdnws6p18ehRbnmIu7dvwtGxXpn3aVZjPC5NcejAXpg8Ifu7jp39U5ehsLK2BfD0x01hQT72RB+pMMCqbfYokzkJv1dtFn5JVVmCpyrJynk/iMVGL3kkL1dZEwampmZo3rLNU2R661/x97K2RrxWYkI8khMToFIVPXHVhYOjE5ITK97Xku+RUT5DEH/3Nid4iYiIiIiIiJ4BA+slVL51qYaVlRUKC/KFbFZtsKRkFqE2aFLXXobYmKhqmVEZFxON3878jNiYqGoTcKku49C34kG356k9/jTKqocOaMqxqFQqyMppCtqnX3+Ym1sIk0hKpVLIvC1LWWVoyuPetLlmDOU8l5am38HjRqvpFWzv9Y7m9+rerDn8/AMwYODQpx5TdRYbEwWVqkjfwyilqo7nuvYynb+zVgNnV+yJPlJtJ0GeVlpqCiTGxprs+ye9h9VAfn7lewKc/+0XKBTyajnBS0RERERERFTdMbD+nLQBogEDh8LBUZPtWjw7N71Y4Lx4sG5OUDDO/3am3OCkPmlrTEduiHiq8gIvQ20O/BRvXBobEyXUXdZXs0GZo9MTA5ahYeEYMHCoMD5LK2uc/+0M4u/cLnP7yuxHWmoKRvkM0TmuSoqNiUJcTHSlm4+OHj0ansN8hPrW5TGkoPuasGVCQ9bqpCrLj2j/ziLR42lR7Xm1rNIn1YW2hM2TJlf9/APQtl0HTVkidbmbwc8/AMbGUsTGRD11WSUAMLew1Pm9EREREREREdHTY2D9CZ4mqzJyQwRiY6IQGhYOmcwJMkcnFBbkIy0tBYuCAqFSP46GlAzWHTqwt1pmrEOtaXKXnZ31xAAmvRxxMdHIy8vFV8cPIy4mulIZ3i+Cp7cPhg0f8cQAXvH3enDISmRnZ0GhKJ1ZXGki4OrlCzpNK0uK3BAhHFfasi55ebnCCozyjuvRo0cLmetP8qSge3Wh3cdH2VkwNTWrdqWdKlpBUJ6SfztraxuIxZrLmFgsxs0b13TuL688jr717+OBI7GaycLiv4uSWele3r7w9PbRvOeeEP/28vaFubk5IjdGPPVE1aKgQIhFIpiamlXP6xARERERERFRNSfR9wCqszVhy3Bw/95yS2IAujVxb964BmtrG6jUasTfufVvk0l1mU3nvLx9sWDOzGcOML0oi4ICkZ2dJdTs1da01ieWgdFtzKivTPXir1+ZMWi3Pbh/73O/tkzmBDs7e9y9c6vcbdLTUpCXlwsHmZNQLkeh0DQVzs/PQ9t2HfT+O3zR1oQtw/nfzkAuL0Sjxk3x25mfX3hN/hctNiYKa8KWCX+7RUGBkDk64c7tG8I22qbQ2kmftNQUxMZE6f3vXfwcdnD/Xty5dQNmZuaIjYnSzaovIytdGPsTMtYBoHnLNrh4/sxTj+lIbDQaOLshPS3FIGrRExEREREREVU3zFh/AmtrG1y9fEH4Wbt0vzyFBfnw8w+AWCRCUVER8vPzIJWa4PxvZQc7VCpVmfWB9enEsTgA2maOIqGmtT5VZdkIQ5SWlgKRSPTEBqDVnZe37xMnqJ6Wp7cPJBIJrK1tnridQqGAe9PmQlBSJBKhsCAfOY+yS2U11xTFs44LC/KF846ffwDUajWsbZ78O3vZKjthFhcTLQTOgcdNS8sqS6T9u6enpSByY4TeJ+ciN2rKasXFROP8b79AJBJBKpUiLiZaJ6v+SaXBKuqpsCf6CJRK5VOPSS6XQ+boBAdHJxQUFDz144iIiIiIiIhIg4H1koott5c5OumUnNAu3S+ueDa6w7/Z6wMGDoWJiQmMjY019ZifsIT/SSUt9CEvNwdzgoLh5e0LqwqCly9LelpKmaUKypvo0HcQrcqpAVNTMzzK/kffI9E7bWmMilZ6iEQinVI1pqZmUKnVkEgkKCzIr3CSzBBlZ2cJ/zYxNUN6WgrEYjG8vH0hEomqVVkUE1MzrAlbVqnHnD93BkqlUvjbyeWFSEtNQQMXV2EbbfPo4q+TnBiv98m55MT4f1cwaSYCTItNkmmz6is6b1VF1n1aagr69/H4t6mtpvZ+dXpfEBERERERERkSBtYroaCgoFRALjHh8RJ6TZa3pgazVGoCt4ZNEBoWLtxekqmp6Ysb7DPQNsbUBnD0Xcu7uOQkTVCqePCprIkOoOY1OtU0C5VCLpdXqjFhTeXl7QsTU7MnBsdNTU11ApHaSSKJRAIHRycciT1Q4yZgHmX/I9RSt7a2gYOjEyQSTbUvbR3y6sK9aXMUVrK5bGFBPkQiEc6fO4PYmChIpSaQOToJgWGpVFoqe117DtN3yS25XI6Cf3tvAGo0cHaFXF6oWT0h+jejfUNEmWXDKqOiv7OffwDu3r6JyA0RkJporj+e3j7V7v1BREREREREZAj4bfoJXFzdUNdehkVBgVgUFAi1Wi2UH9Aq3myueCBvwMChwtL98jINh3j5oK697AWM/NnExUTrlH7x8vatNmUztJn9xYPm5ZUvqGmN+NLSUjBg4NAyS17UVnOCgnUmtbRiY6JgYmqGtu07ldo+OGQlGri4QSZzQn5+npAxXbJhpKGSSk0e19gWAVADDZzd/r1P+txB2+oiPTUFcTHRQs147fEulZpoVggV4+Xti/z8/GpRRkmtViM15T4KCwvRqYsHABEePkiDTKbpZ5GdnfXcjXFLZuyX5OXtC7VaDZmjE5at/Fi4rVOX7s/1ukRERERERES1EQPrZYiNicKioECcP3cGffr1x6EDe3HowF6Y/FtOQpvpuigoEOnlBHFDw8IrXLofGhZeLWqYF1cyI/pRsfIS1cHTBM31nZ1a1dJTUxAaFg4raxu9l7SoLso7tiI3RKBPv/6l6rlrG64WXz2iLa1T3jFsiBQKBWJjopCemoL0tBShZrdUaoJOXTxqVJa+dt+KH+/lBab1eZ7VZteLRCIoFQpYWVkjNCwcDVxcIRYbIS01Bfn5+cjMePDcr6WdSHkSkUiEmzeuCWWVAFRJ/wMiIiIiIiKi2oaB9RJE0ATn9u/dgeTE+GKBGhE6dfZAy1ZthazpI7HRz50Jqa2vWx2kpaWUClhKpVK9j0+lVgv1gJOT4oV6xKamZsLYio/RwdFJ72OuKtoMbECTdf2k5oa1TVllcdLTUsptFgw8XoVhYmoGK2tbABAyn2sCkUgkZHM7FHuvaPs/RG6IqBYrOjy9fXTG9zSMjY1hZW1T5t/rSce7sfGTs7irUslxxMZEYU3YMlhZ20AikUCpVAj77TctACpVETp18YBIJBLK9jyPihqcAppyMdrJiKqo205ERERERERUWzGwXgZt8FKb/SeRGKOOXV14evtgT/QRoaRCfn7lagSXJTs7q9pkIZeVuSuXF2LZ4gVPfNyLDmKLRZrur4uCAlFQUCDUI5YYGyNyQwQWBQViTdgyob40oKlZXBPExUQLtagZBNNV1u9DLi9EclLpEjHFWdvYYNnKj+HetDliY6JqzGTFgIFDIRaLcfXKRQC6TSm1mfrpaSkV/n5eBi9vX3Tq7FGpx5ibWyA4ZCWys7Nw88Y1pKWlCJMrxUvDlH6c+XOP92mVPJfHxUTjUXYW3Js2h7m5BczNLYS/hZe3L+ray8osafSsnuYcoVKpoFarq+w1iYiIiIiIiGorBtbLYWVtI2T/NXBxhXvT5kLQongg5HkbfLo3bf5UWYYvQ8n6xICmDnzOo+wnPk4bTHpRAXYHmRPUajXOnzsDsViM5MR4QAQEh6wEoFk5oMlU/gUAkJpyH7dvXq8xWes1KaP6RWvg7IYhXk9u8Oo3LQBe3r5IS02pNpNaVSE0LBzmFpbIeZQNP/8Ancx07bnLxNQMcrlcX0MUxMZECefRpz1OHWSarHuh6alaN5Bc3nn0ZR4/JSctbt64hvz8PLi4ugkrT4qPWXv9MDU1rfB9W1UcZE6QOdZ7Ka9FREREREREVJMxsF6GtLQUtG3XQQiAdOrsoROk0pZvsbK2ee4sYk9vn2qTiVxWfWLtbYuCAst9XHJSAmJjonQai1YlmaMTRCIRkhMTIJWaQC6XIzsrC17evkhPS0FBQQHUarXQ3FMsEkGlUgnNKZ8lwP6k/a1qFY2vuky8GAKZo1OFDSC1x1tyUjxu37peY5qXAprJJrFYDC9vXyQnxZcq+2JtYwOp1ETvk07FzxVPe94ovrLgUXaWpm7Xv7Q1w8vi5x/wUhq3alfUFPcoOwsikUjop1FWc1VPbx8M8fJ57salT2tOUPBzTwgTEREREREREQPrZUpPTdGp3xwaFq4T1ElOikfkxgghY/p5eHn7vtQgV/FyKU/LQeaEQwf2lnu/UqlE5MaIFx6gLCjIRwMXV6hUKlhb2wDQZOCq1Wo0atIUbdt3FH6XYrEYaan3sSgo8Jmyko/Elh3sexF/q4rGV10mXmqaIV4+MDKS1KjmpV7evujUpTsAzf6VLHPTqbOH3prgansjAJrJycrUei/ZQ0EuLxT+bgMGDn1iw2Ivb99KZ8c/i0MH9pV6Dbm8UMiY9/QuO3ju5e370oLq2tfjOYWIiIiIiIjo+TGwXoIIj0sOFKfbKFGTPV1VwYkXleldlovnz1b6MX369dcpH7EoKFAneCSRGCE7KwvJiQllPr4qglmmpmYwNTUV6hNrA4bWNjYQiUQ4efoMJBKJUA++cZNm6NrtNSQmxCM5KeEZMtBFpcY9ymfIiwlIFsu8reh39TIyb2uL0LBwmJubP3cD4upmT/QRAJr9K9ngNTEhHu5Nm6NTl8rVN68KcTHRwrkuPS1FCIZra8IXV/I4KH6O9JsWIKxOAcpeaVOWF7mqBgCUSgVMTc1KnSO02eEMZhMRERERERHVLAysl6GsZobFgyINXFwhMTZ+mUOqErExUVAqFaUC4xUJDQuHqZk5FgUFYlFQIL46fhhxMdHCczRwdkNmxgMUFhbqvJb2P21JluchlUp1gmnagGGnzh5CRqiLqxvy8/IglxfCzz9AaDRbUJBfbgZ6eRq4uJZq2nrx/FlkZ2c9556UQf14JUHJwF9ZgVEqW2xMFG7euFapxzRv2QYNGzV5QSPSv/KCuadPnXzJI9HlIHOCiakZRvkM0ZR1KaHkOSMtNUWYVPLy9oVUKi31fBWpivNQebTHr1QqRXZ2Fvr30UxciMVGDKgTERERERER1VAMrD8Dv2kBEItEFW9YzURujEAXjx5ITIgXArhPG2BftvJjJCbE40jsAQCaOvTLFi9AbEwUZI5O6NDJAyYmj2s3x8VEI3JjBCI3RDyxTMPT0gbOvLx9YVosw1ibgQtoJgC6duuBIV4+Oo1mRSIRJMbS0k9aBu34/aYF6AT8FgUFQqGQlxkEfF5+/gG49tfvADS1orXZ9bExURWsnKjdtH8r7f8jN0QgM+NBpZ5jT/QRIcObXqy0tBSkpWn6U/j5B2BOUDCuXj4PtVpdakXJwwdpOj9nZ2fpZKY7ODrpBNO154ByXzs1BWmp9ytVfqYyrl6+AFNTM2FMd27dAABIJJIX8npEREREREREpH8MrD8DL2/fUk3oqqNSQXO1JpB488Y13LxxDf37eOiULXhSkF0b4FUqFSgoLERqyn08ys4SHr8n+ggauLhiTdgyLAoKRFpqCpIT4xF/91aV7Iuff4AQtGrg4qqT2V082FyyjvHNG9dgZWWNtu06PNXraLNavbx9IRKJhKz7I7EHIBKJdOq4V6W8vFwAQGbGAxyI2g1AEyguGXBk9utj2veA9v92de1hbm6hzyEZhLS0FLg3bf7SG5im/3tOiIuJFup8S6UmEIvFOP/bGWG7UT5DdFanAKUD7VCjUuVs0tNSIHpBk6HaRtZSqRQyRycUFuTD+N+JvJKZ9URERERERERUczCw/oyqstnci8qiLFlWpHiJG21mb6cuHkLwtqL6wzdvXEMdO3uoipQoyM9D126vIf7ubZ2yLGmp93HiWNy/JVNEEBtVTcaml7fv4/GrH//OPL19dILNJQPPmRkP0Lxlmyc+tzbAqJkQuC/8Prp49EDkhgisCVsGibExHGROkEgkiNxYtXXWIzdGQKFQAADMzS2gUhUB0AQDvzp+uEpfq6bRlDdSYpTPEFy9fEHfw6n2PL19kP5v49A1YcteanBdMzEm0mlynJeXB1NTM51VLWd//anCUlsyR6dKnYMdHJ1gampaZimn5/0dxMVEw9rGBg7/np8cZE4wNzcX/k1ERERERERENRMD6yWJRJWu0/y80v8tj/AiFH9ebUDL2toGdezscfL0GZz/7QziDkVjlM+QCsuMZGY8wKPsfzBs+Eh06OSBPdFH4OzqJgSzQ8PCYWwshVIh/zfDVA3PYT5o2NhdqEH8LLS1lbXBdD//APj5a5qYVpTB7daoCfZEH0Faavm/4+AFs7EoKBDnz52BsbFUCGbviT6C1NT7yMx4ADMzc1hb28DF1a1UnfPKN0bVlZ76OJvWQeYEewdHjPIZgry83AonBWqzmzeuaSY9JJJ/S+moDWIliT5pjxc//wA8yv4HcTHROu/fyr6Xi09KVbSdzNEJVtY2Ok2OnV3d0MDZVWggq83+Lllqq669TOfnkueqis5dnTp7wMraFoUF+YiNidIZr3bVzbOeg69euYjsrCz4TQuAp7cP/PwDYGJqhkVBgWX26yAiIiIiIiKimoGB9RJ+O/NL6bIDL5iDo5NOSZaqVDwrNV2bGS/SBNcBIP7uLUilUly9fL7C53Jr2AQNnN0QGhYu1KU+efqMzjYqVRGkUhNIpSawsrZFaFg4Tp4+g4xK1r4uTghk/xtr05aReBp+0zQB+PS0lFKZ5toAm7ZcQ3pqCiQSIxhLTYTAW8tWbdGhkwfmBAXDzz8AoWHhEP9bIkbrq+OHSwXlKhOkc5Bp6kX37+MBP/8A/HL+L1z763colUrWaK7Ao+wspKWlQC6XC+9NqpiXty/y8/ORlvp4VURsTBS+On64VJC8rPeytkSSdpVLWcdAcdrtrK1tIJc/bnJ88vQZ+PkHoLAgH4uCAhG5IaJU2abYmChY29iUGv+Tfi4pNCwcc4KChXOttpnxoqBAIVs+ckPEMwXXlQo55gQFC+clL29fzAkKxulTJ4VJQSIiIiIiIiKqeaplYP3gwYMYOnQoOnTogD59+mDRokV4+PChcP+NGzcwadIkdOjQAR06dMDkyZNx65ZuLe/s7Gx88MEH6N69O9q2bQsvLy+cPn26wtf+7tuvIBa/3F9Lp84eSE5KqHjDSkpLTUFW1j9C0F6bFdqp8+PaxBKJMYJDVkKpVFZYCqZ4pnh56trLYGJqhgYurkLwHgBkVVAS4VmeQxtwc3B0QvydW1gUFChkz0duiMCBqF14e5AnEhPi4SBzglRqAlvbOkL9Zm1zy+LB/LbtO2LZ4gXC8+Tl5WLZ4gXCa8bGRCFyQwT699GU2akoWCdzdEKffv1x++Z14baCwkKIRCIG5p6gT7/+UCoVyM7KglKpqFTN7dpMW7LE2NgYdnXthduDF8xGXl4uDh3Yq7N9WeeFuJhoRG6IwNUrFwEAcnlhhZODN29cg59/QKnzq5e3L+TyQhyI2oXbt67rjBHQHKfZWc/fNNjL2xdQA8lJCSgoKAAAHImNRkFhIRYFBSI5KaHSwfXYmChIjKVlBvoflWi4SkREREREREQ1S7ULrG/btg3BwcEYOnQo4uLiEBISgh9//BEzZ86EWq1GZmYmxowZAwCIiorCrl27YGRkhLFjxyI7O1t4npkzZ+LMmTP45JNPEBcXh9dffx3Tp0/H+fNPl5n9MiUmxEOpVFRpOZhFQYGACPAc5iNkehcW5APQZG9qA+RS6eOgUEVB3KfJFJ8TFIzCgnzIZE46ZRBeVB35p9WpswcUCgVOnzqJ3878jNiYKCQnxUOlUgnBL5mjkyagJ3pyBuye6COwd5Dh3Nlf0L+PB4qKVCjIzxf+fnEx0UhNvY/4O7dxJPZAhRMW2oarIpHocZNYhRzDfUczMPcEoWHhMDUzF8oT8Xf1dLSrOMzNLXD18nnk5uaifx8PFBbkQyIxhnDC+Fd5x25iYjzkcvm/Ge6ikg8r9RzpaSnw8vYtcxVGA2c3qNVqqNVqAJpJNG3mvMzRCXOCgiu/o2URaSYBtK/jVN8ZUqkU5387g4KCfCQnxVdq9ZCXt2+psjVaBf+eb4mIiIiIiIioZqpWgXW1Wo2tW7fC09MTEyZMgJubm05A/Nq1a9izZw/y8/Px8ccfo3nz5mjTpg1WrVqFR48eYd++fQCA3377Db/++iuWLFkCDw8PNGnSBIGBgWjbti02bNjwxDFkZ2dVmJX9IqhUqiptinkk9gDSU1MQGhYOOztNVmrxRnraAK62JnVVBSa9vH0xYOBQpKWm6ATqizcn1IfQsHB07fYaHmVnQSKRYE3YMjRwdkPXbq8BeBw8lMmchMDjk5w8fQYWlpZ4lJ2Nzl27o0OnrkIAXVujv3PX7igsLKywZr/2b9GoSdNSY6YnCw5ZiSFePvxdVULxY18T0Fbhzq0bQrBZ23gT0GRklzx2Y2OicP9+MqRSKTp19sBXxw+jgbPrE1eUyByd0MWjBwCggUvpCTw//wBIJBJIJBLhvHEk9kCpMT8vmcwJKpVK2I+Tp88gOGQlUlPvw0HmBCtrWyQnJVSq1rxDOXXULa2sq2TMRERERERERPRkBw4cwNtvv402bdqgZ8+eWLVqFRQKRbnby+VyrFq1Cq+//jratGmDt956CzExMZV+3WoVWBeJRDh27BgWLlyoc7ujoyMAIDc3Fz/99BM6dOgAm2I1d21sbNC+fXv83//9HwDgp59+gqmpKbp166bzPD179sSvv/4KuVxe7hjUanWVBXGeVlpqCswtLJGcGF/xxk+poCAfqn8DZRkZD8ptpKcNSFZlYDI0LBwyRyed5yzenPBpyqNoLQoKFAJtFTUorMie6CNo274j3Bo2QXpaCrKzs4Ra8dnZWbh54xo8vX2e+u8fHLIS8xYuFsrFaOXn50EsEgmZ7Zn//v7Lq1WtVbxefacu3Z91N2sVL29fBtWfkXblilQqhbGxFNY2tgAeB4pjY6KwJmwZ7OwddB4XFxONjAfpCA5ZCU9vH8jlhU/VpFN7jJQ1ceXl7Ythw0cKE3zFj/XnPe6L8/T2gURijEZNmgqZ6V7evijIz0Offv1hbWOD/Py8UuVwnqS8ibjgkJVVMmYiIiIiIiIiKl9cXByCg4Ph4+ODL7/8EosXL0ZcXBxCQ0PLfczixYsRGxuLJUuW4Pjx4/D19cWiRYtw4sSJSr12tQqsA4CtrS2srKx0bjt16hTMzc3RrFkz3LlzBy4uLqUe5+bmhtu3bwMA7ty5g3r16pUqOeDm5galUomEhPLrmRcpy5/NeFFkjk7/Nux7Qi2FSpKamKIgPw+AJvBz/tyZCh5RtUoGw7RlaNaELcNXxw8jLib6qYLriQnxQuC0KiY89kQfgZ9/ACytrPEo+3HdZm0Jm8q8RsnSODdvXMOioEDk5eYIwUlraxvUsbPHiWNxZa5IKK9MTPFAPdGL4uXtiyFePnBr2BjBISshlUohkzkJjUkLC/JRr14DALqTQAMGDhXe/1bWtkirxIqU8o6x0LBwnWNdKpUiNiaqSic6vbx9YW5urpnEKna61Qb0tat7FArFU2etlze+lz1BS0RERERERFQbrV+/HgMHDsS4cePg4uKCN954A7NmzUJ0dDRSU1NLbZ+cnIzY2FgEBgaib9++cHNzw9ixY/HWW29h3bp1lXrt0sVuq5nvvvsO0dHReP/992FlZYXc3FxYWFiU2s7S0hKPHj0CAOTk5JS7DQBhu7J07tIN5ZTMfWFE/9ZCT09LqZLXjj0Yhc5dPJCWqnm+Ye/4YvPGCIhEeGn7Nuwd3aCSzNEJIhHw8EEaLC2tkJ6WgtDFC3S2WzQ/EKGrdLOPX8SYh73jCxGA87+dEZ572Du+WLxwznO91qPsLBw6sA9SqRRTpgVAJAKm/FtWaG6gP8zNzBEXEwWvYvt868a1UrfRy6f9u7/sY786WL4qHGNHDsOwd3xx4bcz6NTFA2vClsHaxgampmbCMXj4ULTm2BFpHqPVt19/nD93Rjh/xR7UfT/HHozC71cuVvp3K5fLsXljRKlzyfPSnosc//0/8Hh/hr87EiIA6empEKF2vh9qo9p8/BPVdjz+iWonHvtEtRePf8NT0d/q7t27SExMRECA7mry119/HSqVCj/++CPeeecdnft+/vlnqNVq9O7du9Rjjh8/jsTExDKTustSrQPrX375JebOnYvBgwdjypQpL+U1Z86YhsYNbF/Ka2n5TRqP0aNH4+vjh6rktb8+fghmJhIs+mCB8Hx9er+O27dvv/R903JzdcbP3x2FiYkJLCzMseiDBZg2Tfd3/fWXR/DWm30xevRo4ba7t2+8kDHPnjUVwFSd20QiPNdraQ52NRo3bvzv80P4//HD0UhLS8P2LZ/h+OFofPfddwCAzMyHwjakf43q2+p7CHphZiJB4wa22Lt7GwAgaM5MyOUFAIDMh2lo3MBW2Eb7f60HaclY9MECLFiwAD9/dxSfrFkuvKd37dqF8I9C8ehRdqWPLZFI05vh5++O6pwTnpf2vKjdr+Jmz5oqjL1NmzZ6O1+SftTW45+IePwT1VY89olqLx7/hsPSuPxy3oCmagkAuLq66txer149GBsbC9VNSj5GKpUKpce1tM9x+/Ztww+s79q1CytWrMDIkSPxwQcfQPTvFIU2a72kR48eCXXXrayskJycXOY2AGBtXX5TuYysPNxO/qcK9uDp9eg7GLeT/8GbA4dVyWtfvfoH+vTrLzwvAMwLDkPswaiXvm9a+YVKhC5fCSsrG1hYWqNH38Fo226zMJ5F8wORk5ODefOC0KPvYOFxKSkpL23MDZxdn+u12rbriEaNm6BTF49Sz7Nl1yGMGj4EVy5fwJ9//omR741H6KpwqNVqvf1N6DGRSHNhvXPvH/zbmqBWyS9U6rwP3Ro2RmJCPOzs6kKhVMG9aXPUq98AH6/bVGrbNwcOQ4++g5GbOwuRW7bh3r17+HjdJni944vILduQnv4AMplTpd/nxsZSFBYWInLLNp1zwvPSnheTk+89cUxW1nbCcQqUvaKGaobafvwT1WY8/olqJx77RLUXj3/D8+BB1hPvz8nJAYBSlUtEIhEsLCyE+0s+5lkrnZRULQPr+/btw/LlyzF79mxMnjxZ577GjRsjPr50k8+7d++iSZMmwjanT5+GQqGAsbGxzjbGxsalZjGKayWz1NvBpQZw6ODz1xQuKMjHsrDwUvvh6e2rv31TA3fv3IZbw8bIysrCoYNRMJJIhPEcjj0AQISCgnydMda1l720MU+eFvBcr7W7WF30sp7HSCJBYWEBRCIRDsdGo2MXD5ibW/BkXo2o1WX/7Wq6kvvtVK8BEhPuoqAgH1bWNkhOToJTvQb4fEMEUlPv44P5gUI9dO15xcHRCed+OwORSIQD+/fC09sXqSkpANRo0rT5M/1eGzi7wdnF7YX9TZ50vvV+dyTWhC0Ttvny+GEsK9Eot6prwJN+1dbjn4h4/BPVVjz2iWovHv+Go7r/napd89JffvkFS5cuRVBQUKmgOgD06tULFy9eRGZmpnDbgwcPcOnSJfTt2xcA0Lt3bxQWFuJ///ufzmNPnTqFnj176gTbSxKL9VdoKS4mGpEbSje4rIzYmCiYmJpV0Yiqjqe3DxQKOWSOTujTrz/O/6bbTFUuL4REYlRq7O5Nm7+0Mb7oAFlaagqMjIww3Hc0ABEiN0ZgwMChL/Q1iZ5GyWbDnt4+GDZ8JBwcneDnHwDPYT64eeMasrOzkPMoG4kJpSc3O3X2QGFBPjp3fRXnzv4Pi4ICkZ2dhQ6dPODi6lbpMQ0YOBR+/gGlzhVVqbzmwcDj88GasGWIjYmCXF5YqccTERERERER0YulrUpSMjNdrVYjNze3zKolT6qGUvw5n0a1ylhXq9VYtmwZOnTogIEDByI9PV3nfnNzc4wYMQK7d+/GnDlzMG/ePADAypUrIZPJ4OOjCQ61b98effr0QUhICFauXIn69etj9+7duHXrFlasWPHS96sy4u/eeq7Hx8VEo7Agv4pGU3W8vH3xwbxZAIDQsHB0btsYrdu+Itxf114Ga2sboNi8RmxMFNLSUl7ySF8cmaMTOnXxQGhYOM6fO4PkxHh8+e3/Kn4g0QtWclLJy9sXXt6+Qka2l7cvOrdtDEBzni5LaFg47ty+hT3RR9CuuTNOnzqJzIwH+Pm3P55pTNqM+BcVWB8wcGiZEwTF9enXH2fP/A/LFi+AlbVtqftr0vmJiIiIiIiIyNA0bqyJVcTHx6NDhw7C7UlJSVAoFHB3dy/zMXK5HPfv30e9evWE2+/evQsAZT6mPNUqY/3evXu4desWzp8/j9dee63Uf1988QWsrKywa9cuSCQS+Pr6YsSIEbCwsMDOnTthbm4uPNfHH3+Mnj174v3338fbb7+NixcvYuvWrWjdurUe97BiCoXiuR5/9cpF2Nk7VNFoqpZbwyY6P6elpqB/Hw/ExkTB2toGnbp4oFNnD+H+uJhopKfWrMCVNlgINSAxlup3MEQVKB5wz8vLA6CpU1Yyw11rz7/lkIZ4DYeFpSWcXRs+9xhCS5RfqSqhYeHl7kfxbabNCERBfr7O6pnYmCgAQHJiwgsZGxERERERERFVzMXFRSgJXtypU6cgkUjQs2fPUo/p2bMnxGIxvvvuO53bv/32WzRv3hz169d/6tevVhnrDRo0wLVr1yrczs3NDZ9//vkTt7GwsEBISAhCQkKqangvhbZJ67NSKuSoV69BFY2mavn5B5T6ef5/p2vKKYg0QayxI4dhUZCmfnNNywYtHsRLT0uBo1O9J2xNVL0oFHLI5UawtLKusGzSiwqGV7WnKf/k5e2L87+d0cluj9wQ8W8mfTUv9kZERERERERUw82aNQvvv/8+tm3bhv79++Ovv/7CZ599hjFjxqBu3bq4cuUK5s2bh9DQUHTu3BmOjo4YOXIkIiIiUK9ePTRv3hwnTpzA6dOnsXHjxkq9drXKWK/tPL194CBzeq7naODsVmEWpr5oS0oU/xnQZK5r41NpqSk4dGAvANS4bPXi+z5g4FDInvNvTfQyicVGaNu+E4JDVup7KC9daFg4XFzd0L1TS8TGREHm6ITEhHhIpSb6HhoRERERERFRrTZgwACsXr0aBw8exJtvvonQ0FCMHTsWc+fOBQDk5+fjzp07wkp8AFiwYAF8fX2xZMkSvPnmmzhy5AjCw8PRp0+fSr12tcpYr+28vH2fqxmeNuDzoptwVoXmLdsAABo2dkdq6n20baepgyRzdMKtm5pVC3K5HA2cXfU2xhcpNCxcKCdBZAiG+75nMJnoL0JoWDjiDkVjTdgyWNvYQCZzYvNhIiIiIiIiompgyJAhGDJkSJn3eXh4lKqQIpFIEBgYiMDAwOd6XWasV0OLgh7/UZ82+LooKBDLFi/QZH8bAIlEM6dz8vQZKBVynXFLJMaIjYmCUqkoVT6mJjGECRAirdocVNdatvJjAJra6i6ubujUxaOCRxARERERERFRTcXAejX01fHDwr+fNoP9q+OHkfMo22AC0cXL1TRwdhPG7entA3Nzc0RuiIBKpWLwmYiqDS9vX1jb2MDK2gbnfzvzXCuMiIiIiIiIiMiwMbBezVXUwFOb0W5iaga1Wm0wgeji4/TzDxB+9vL2xYCBQ5GclIC69jJ9DY+IqEydOnvA2sYGyUnxBrNCiIiIiIiIiIiqHgPr1Yw2k1sbME9OTHji9pEbIrAoKBDuTZuja7fXXvj4XoSSkwHakhPuTZvrYzhEROU6/9sZZGdlYYiXD2SObEBMREREREREVFsxsF7NeHn7Qi4vfKoSA9pmpadPnQQA7Ik+8qKH99JYWdvolIshIqoO/PwDMCcoGKFh4TxHEREREREREdViDKxXQwUFBcV+Uus0My0uckME0tJSkJ6WUuNKEvTp199gytoQUe3h5e2rU7qKiIiIiIiIiGonib4HQKWp1WqkpaYgNiYKVta2QkZ6SelpKVCp1XCQ1bxyBNpyMERERERERERERETVDTPWq6nkpHhEboxAYUE+Hj5IwyifIULd9eLMzMxhbW2D9AqanBIRERERERERERFR1WBgvRoyMzODlbUtbt+8ARNTM4jFYpz99SdEbogA8LixqYmpGeYEBaNTFw/I5YX6HDIRERERERERERFRrcHAejU0xMsHj7L/gUpVBPemzTFs+EiIxWLcvnUdi4ICEblRE2C3traBl7cvQsPC0bZ9Jz2PmoiIiIiIiIiIiKh2YGC9GgoNC0dBQQFMTM3g6e2D0LBwNG7SDIAIR2KjkZwYr9lQ9Pgxe6KP6GWsRERERERERERERLUNm5dWU6amZujQqSu8vH0BAH7+ATj/2xncuX0Ld+/cwqKgQKSnsq46ERERERERERER0cvGjPVqSiqV6vysLfmS8fABrG1scCQ2Gg4yJz2NjoiIiIiIiIiIiKj2YmDdwCQnxcPOzh4SYyn8/AP0PRwiIiIiIiIiIiKiWoeB9WpqwMCh8PT2KXX7EC8f7Ik+grcHeQplYoiIiIiIiIiIiIjo5WGN9WoqNCz8ibeXdz8RERERERERERERvVjMWCciIiIiIiIiIiIiqgQG1omIiIiIiIiIiIiIKoGlYACoVCrh3xkZD6FW63EwRPTSiUSApbEcDx5k8fgnqmV4/BPVXjz+iWonHvtEtRePf8OTkfFQ+Hfx+G11wcA6gIcPH/+R3urbXY8jISIiIiIiIiIiIqLiHj58CCcnJ30PQwdLwRARERERERERERERVYJIrebiB6VSiWvXrgEA6tatC7GY8w1ERERERERERERE+qJSqYRKI82bN4dEUr2KrzCwTkRERERERERERERUCUzNJiIiIiIiIiIiIiKqBAbWiYiIiIiIiIiIiIgqgYF1IiIiIiIiIiIiIqJKYGCdiIiIiIjoBVGpVPoeAhEREekJW1vWbAysExERERERVTGlUgkAEIvFDK4T1WI3btxAQkKCvodBRC9RQUEBLly4ALlcDpFIpO/h0AskUnPq5KXJy8vDvn37cPv2bTRs2BC9evVCs2bN9D0sInpJ8vLysG3bNty9excymQze3t5o3LixvodFRC/B9evXcfLkSSQnJ6Nt27YYOXKkvodERC9Qfn4+xo8fj1dffRUBAQEANJnrYjHzmohqk9TUVPTp0wcuLi6IjIyEm5ubvodERC9YUVERxo0bh/v37yM4OBivvvoqjI2N9T0sekEk+h5AbZGTk4N33nkHxsbGUKvViImJwa+//ooVK1bA0dFR38MjohcsJycH3t7esLCwgEgkwsmTJ3H58mVERETAzs5O38Mjohfo3LlzmD59Opo0aYKUlBTExsYiMTER8+fP1/fQiOgFuXHjBi5duoQHDx4AAAICAoTMdQbXiWoPS0tLODk5IT4+Hn5+fti0aRMaNWqk72ER0QtUUFCAgoICJCUlYd26dRCJRHj11VchkTAEWxPxU91LIJfLMWXKFLRu3RpRUVE4duwYPv/8c/z888+4efOmvodHRC+YXC7H1KlT0aJFC0RFRWHPnj344osvcOHCBfzyyy/6Hh4RvUC3b99GYGAgxo8fjx07dmDPnj2YMmUK4uLikJiYyJqLRDWQSqVCnTp1YGNjA3d3d/z444/49NNPAWjKwhQVFel5hET0MqhUKpiZmaFNmzZ477334OrqivHjx+POnTvC/URU81hYWODNN9/E4MGDAQDBwcH45ZdfhBJx/PxfszCw/hLcuHEDCoUC/v7+sLCwQFFRETp27Ah3d3fY2toiOzubF1WiGuzmzZsoLCxEQEAApFIppFIpGjZsiCZNmqBBgwbIzMzU9xCJqIppPzD/8ssvaNasGSZNmgRjY2PUq1cPrVu3hq2tLezs7JCVlaXnkRJRVROLxXBxcUH79u3RuHFjtGnTBidOnMD69esBAEZGRnoeIRG9DGKxGGKxGI0aNcK1a9ewcOFCyGQyTJw4ETdu3GD/BaIazMjICPfu3cOhQ4cgk8mwePFi/PzzzwDAmus1DAPrL8GDBw9w5coVKBQKAJoDTKFQQCwWY8OGDXjjjTcwefJkHDhwQM8jJaIX4dGjR7h69SoePnwIQPMhWyqVQiQS4bPPPsN//vMf+Pr6Yt++ffxwTVRDaD8w37t3DykpKSgoKBCOb6lUCgsLC0ybNg3e3t6YO3cu/vzzT30Ol4iqkFqtRlFRESQSCYqKijBv3jx069YNX375JTZt2gQA+Oabb3Dv3j09j5SIXiTtJHuTJk2Qk5ODRo0a4eOPP4ZMJsO0adNw8+ZNTJgwAcePH9fzSImoqvXt2xfp6el49OgR9u/fD2trayxduhSXLl3C9OnTER0dre8hUhVhYP0F0n6BtrOzQ+PGjVFQUABAc4EdMWIEjIyM0LFjR8ybNw/p6enYsGEDvvzyS30OmYheADMzMzg7O8PU1FS4bfTo0QCAnj17YvXq1cjLy8Nnn33GcwBRDVO3bl3k5+cD0EyqxcfH47///S+cnZ3Ro0cPjB8/Ht999x1Wrlwp1GImIsOkDaKp1WoYGRlhwIABuHz5MszMzDBu3Dh0794dJ06cwFtvvYWVK1fCwsKCE+pENZj2+Pbw8BCS7ZycnPDZZ5/B3t4enp6eyMnJQd++ffU8UiKqalZWVsjOzsa3334LsViMuLg41K1bF5MmTcIvv/yCpk2bAmBZmJqAlfNfAG3dxLy8PFhZWaFt27aIiIiAu7s7ACA+Ph5eXl4YMWIEbGxsAACtW7fG+PHj8csvv+Ctt97S29iJ6PkVFRWhsLAQKpUKlpaWaNeuHSIjI9G4cWMAmtIwQ4YMgbe3t3AOeOWVVzB06FCcPHkSAwcO1Ofwieg5yOVyKJVKmJubAwAmTJiAN998E5aWlgCAq1evYsaMGRgzZozQwMjNzQ1TpkzB119/jVGjRult7ERUeSqVCiqVCkVFRTAxMQEAoTmpvb09rl+/joSEBLi5uWHOnDnw9PTEvXv3MHToUOEzABuaEhm+xMREXLt2DQqFAvXr10f79u2Fsk/GxsaQSqW4ceMG2rVrB1tbW/zzzz8wMzPDw4cPkZaWBjc3Nz3vARFVVmFhIX777TcUFRWhTp06aNeunXCfnZ0dunbtiuTkZOG2hg0b4s8//4SdnR0KCgqgVCrZ0LQG4F+wiuXk5GDx4sVISkqCQqFAly5dMG7cOCGgplar0bBhQ0yZMgUikQhqtRpqtRotW7ZE+/btkZSUxA/XRAYsJycHwcHBiI+PBwA0atQIc+fOhbOzs7CNu7s7GjduLBznCoUCdnZ26NKlC9LT03kOIDJQly9fxtatW3Hnzh24urqiVatWmD59Oho0aAC1Wg2RSIRBgwaVepy7uzvs7OyQnZ2th1ET0bPKycnBBx98gIyMDCQmJmLw4MHo1asXOnfuDABo1aoV6tWrh8zMTLi6uiIkJATZ2dno06cPrl69io8++ghz587lNZ/IwJ07dw6zZs2Ck5MTbt26BRMTE/Tt2xfvv/8+HBwcYGdnhw4dOuD+/fsAAE9PT9jb22PVqlX46KOPMHjwYHz11VeoX7++nveEiJ5WTk4ORo8eDblcjocPHyInJwfDhg3DsGHD8MorrwAAHB0dcebMGcyYMQNz587FmTNnEBUVhWXLlmHGjBlYv349unfvrt8doefGT3FVKDc3F15eXigoKEDv3r3h4eGB6Oho+Pn54fDhwygqKhJqropEIuFntVotZLu0bNmSH66JDJT2HFBYWAhvb290794d586dw6hRo3DixAnk5OQI2xZvVmRsbAwAKCgoQPPmzdnMhMgAXbx4EWPHjoWtrS3eeustKBQKbNmyBe+99x4SEhKeeFyLxWLIZDK4urq+xBET0fPIzc2Fp6cn8vPz8Z///AdvvvkmDh8+jPnz5wt9k2xtbWFubo6LFy9i8eLF+PHHH7F37158+OGHaNasGc6fP4+MjAw97wkRPY9bt25h5syZeO+997Bjxw7ExMRg8uTJ+OabbzBr1ixcunQJgCbZ5uTJkxg8eDCsra2xfv16tG/fHiEhIfD09ISjo6N+d4SInlphYSFGjx4NV1dXfPHFF9ixYwcWLVqEI0eOICQkROib8Nprr0GpVGLGjBn45ZdfsH79erRp0wZRUVFo1aoVJ9NqCJGaBX2qzNq1a3H16lVs3rxZWM5x+/ZtTJs2DXl5eZg8eTJGjRoFIyMjpKSk4ObNm2jatClEIhH27NmDmJgY7Nq1C40aNdLznhDRs/jkk09w9epVbNq0SQiWx8fHY+HChfjrr78QGBgILy8vWFpaIjU1FTdv3oSTkxMsLS2xa9cuxMXFYefOncIKFyIyDDk5OZg2bRo6duyIwMBA4bZTp07hk08+gZWVFVavXo0WLVoAAK5duwaRSCSUgfjggw+Ql5eHXbt2CcvGiah6W7t2Lc6fP489e/YIt/3444/YuXMnfvzxRwQFBWHcuHFYtWoVtm3bhoYNG+Ljjz9G69atAQCpqakQi8VwcHDQ1y4QURXYu3cvjhw5gl27dgmf/+VyOS5cuIB58+ahTp06WLFiBRQKBcaMGYMePXpg+fLlsLOzK/VcRUVF/BxAZADOnj2LFStWYMOGDTrB8StXrsDf3x82NjYIDAxEx44d0bdvX9ja2mLjxo1o2bIly7/UQPxrVqHbt2/D2tpaOEiUSiUaN26Mffv2wc/PD1u2bIGlpSU8PT1x6dIlLFy4EIWFhWjWrBkyMzMRGRnJoDqRAUtMTIRYLBY+VAOa2sk7duyAn58f1q5dC0tLSwwcOBB///03pk6dCmNjY7i5uSE3N1enDjsRGQ6JRIIHDx4IATJtf4W3334bjo6O+PDDDzF//nx8/vnncHJywtdff40NGzbA3t4ederUgampKfbu3QsjIyN+qSYyEPfu3YNMJgOgCaJJpVL07NkT9vb2MDc3R1hYGGQyGd555x38+OOPWLFihRBUV6vVzE4lqiHy8vKQnp6OR48eCcFyqVSKbt26Yf369Zg+fTo++ugjhIaGIiQkBK+99lqZQXUAvP4TGYi8vDxcu3YN2dnZqF+/vlCFol27dti8eTOmTJmCiIgILFiwAMuWLUOLFi2EZqUMqtc8/ItWobp16+LatWt48OAB7O3tIZFIoFQqYWdnh8jISIwcORJbtmyBh4cHBgwYgKKiIjx69AjW1tbo0KED6tWrp+9dIKJnoO2VYGlpicTERGRkZAgfmFUqFSQSCbZs2YIxY8bg008/RZcuXdCrVy+sW7cOeXl5MDU1xSuvvAInJyc97wkRPYu8vDzk5eUJJR205wRjY2N06dIFISEhmDdvHhYuXIgvvvgC48ePh0wmg1wuh52dHd566y0YGRkxg4XIgJiamuLXX39FUVERpFKpcPy2bNkS06ZNQ35+PsLCwrBt2zYcOXJEp9QjS74R1RwNGzZEcnIyLl++jD59+uhcy9u1a4cVK1Zg+vTpiIqKwpw5c/Q8WiKqCnXr1oWtrS1+/fVXNG7cGFKpFEZGRkJ5588++wyjR4/GV199hZCQEH0Pl14wFvOuQh07dsTly5dx6tQpaCvslAyup6SkYOvWrQCAgQMHwtfXF2+//TaD6kQGTCQSQSwWY8CAAbhy5QoOHz4MQBNc09ZSF4vFCAsLg1qtxurVqwEA/fv3h6enJwYMGMCgOpEBs7Ozg6enJz7//HP89ttvQsaZWq2GkZEROnXqhJkzZ+LSpUuIi4uDlZUVfH19MWbMGAwaNEjIVGdQnaj6037G7927NwoKChAREQGFQgGJRIKioiIAQIsWLTBu3DiIxWIcOHBAp68KEdUsb7zxBnr37o0FCxYgPj5e51wAAJ06dcKYMWNw8uRJoXkpERm2tm3bwsPDA5GRkfjzzz+F28ViMYqKitC2bVssXLgQ+/fvF/osUM3FwHoVGjp0KAYPHozVq1fjp59+Em7XBtddXV0xZswY/Pbbb8jIyOAHbKIaRK1Wo3v37hg1ahRWrVqFEydOCM2JxWIx1Go1nJ2d4eXlhTt37iAzM1PfQyaiKtS/f3+0aNECS5cuxdWrV4WMVJVKBalUKkyi//HHH2U+nsu/iQyD9th+7bXX0K5dO8TExCAuLg5KpVJYeQIAr776KoYOHYpjx46hoKBAJ2OdiGqWkSNHwsbGBn5+fkhISNA5F5ibm+PVV19FQkICmxUT1QDaibP58+dDJpNh/vz5uHnzpnC/9nrftWtX2NnZcUKtFuAnvCo2bdo0tGnTBrNnzy4VXAc0WW1qtRoWFhb8gE1Ug2i/aI8YMQK9e/fGf//7X3z55ZdCcF17v4uLC+RyOY9/ohqmdevWGD16NAoLC7F06VJcuXJFOP6LiopgaWmJli1bIicnR99DJaLnpFKpYGpqirCwMNja2mLdunWIjY0VMtflcjkATYkIe3t7XvOJarjXX38dfn5+UKvVmDhxIu7cuaOzCs3BwQGtWrWCqampHkdJRFVBmwzj5OSEoKAgiEQiTJ8+HVeuXIFcLhe+9zs4OMDR0RFSqVSfw6WXgJ/yqljDhg0xb948tGjRArNmzcLBgwfx8OFD4f779++jfv36OsvDiKjmcHd3h7+/P3r16oXAwEDs2LEDWVlZwv3Xr1+Hs7OzToNTIjJs2tIQnp6eGDt2LLKysjB37lz88ssvMDIygpGREdRqNZKSktCgQQM9j5aInpb22C65ylQsFkOpVMLa2hq7d++Gra0tPvnkE2zcuBEKhUL4Ev3333/D1taWn/uJajBtZrq3tzcCAgIAAO+++y6OHDki9F9bs2YNzMzM0KhRI30OlYiqkEgkQrdu3bB48WKYm5tj6tSpOHDgAOLj45GTk4MtW7YgIyNDaFxONZdIrf3ESM9NLpdDKpVCLpcjPj4ekZGROH78OLp16yYE00+ePIk9e/agRYsW+h4uET2joqKiMss2aM8BAHD37l1s27YN+/fvR5cuXWBvbw9TU1N8/fXX2Lt3L88BRDWMQqEQJsx+/PFHfPbZZ7h06RK8vLxgaWmJ27dvIyUlBYcPH2YtdSIDkJ+fj6VLl2L06NFo1aqVzuozQPezQH5+PmbPno2rV6/CxsYGXbt2RUZGBn744Qfs27eP13yiGqDk53/tz9pzw9WrV9G2bVtcunQJu3btwtdffw1zc3M4OjrC1NQUe/fuhbGxsdB7iYiqv/K+92tvf/ToER48eABjY2OsXr0aZ8+eRW5uLlq0aIGUlBRs2rSJgfVagIH1KqI9sBISErBq1SosWLAAzs7OOHjwIM6fP4+EhAQ0adIE7733Hpo1a6bv4RJRFUhLS4NMJoNKpRKaFCYkJGDOnDmIiIiATCbDTz/9hBMnTuDhw4dwcXHBiBEj0LRpU30PnYiqQPGPUCKRCCdOnMCxY8ewYcMGxMfH48cff8SxY8dgbW2N+vXrY9GiRUJTM9ZUJ6reDh8+jA8++AAdOnRAcHAwmjVrJgTQlEolJBIJkpOTERwcjJCQENjb2+P06dP47rvvkJmZifr162Ps2LFwd3fX964QURXJy8vD+vXrMW/ePAAQguTffvstZsyYgc2bN6Nnz54AgIsXLyInJwcSiQRdu3YV6q5zcp3IMBSfUN+5cye8vLxgZWUlfI5PTk7GoEGDEBQUhHfffReA5ri/f/8+LCws0Lx5czg5OelzF+glYWC9Eop/ES7rS3FycjJGjhyJrl27YtWqVcJMtFqtFv7jF2mimmHt2rU4duwYvvrqKyFLPTk5GaNHj0aHDh2wZs0aAND5As5gGpHhquj4/eabb7Bw4UK8//77GDVqlHB78ZUsAPilmsiAbN++HTt27EC9evWwZMkSNGvWTDiGk5KSMHLkSPTu3RsffvhhqeO6ZIY7ERm+ffv2YcWKFdizZw/atWsHADh27BiWLl2KuXPnYvjw4eU+lt8DiAxH8eP1s88+w8GDB3HixAmYmZkBAO7duwdfX1/07t0bS5YsAQCuRKnF+Jd/SsUPrG3btmHp0qU4cOAAsrOzAQCPHj3ChAkT0Lt3b6xevRpisVjIZBOJRBCLxbyQEtUQKpUKdnZ2UCgU+PXXXwEAGRkZGDFiBHr27Ik1a9ZAJBIJX6i1xz4vtkSGSfsZIDc3Fx9//DEWL16MzZs3C41Ir169ipkzZ2LOnDk6QXUAOsE2tVrNoDqRAVAoFACAcePG4b333sO9e/ewZMkSXL9+HRKJBNnZ2Zg8eTJ69OiBkJAQ4bguuYqFiGqWXr16wcLCAqdOnQKg+U6wf/9++Pv7PzGoDoCxACIDoj1eY2JikJmZicmTJ8PMzAxyuRxFRUX49NNP8Z///AchISEQi8X8nl/LMWO9kqZPn44LFy7AysoKCQkJ8PLywtSpU1GvXj188803GDBgAC+aRDWYNgMtJycHw4YNQ8uWLbFu3ToAwFdffYU333yTX6aJahDtMZ+bm4shQ4ZAKpVCpVIhKSkJHh4eCAwMRIMGDXDt2jV0795d38MloudUVqb5li1bsHv3btSvXx8hISFwd3fH//3f/6Fnz578Mk1UQ5Wsha5drbJjxw5s27YNGzZsQKtWrVgznaiGunXrFgYOHAgAmDBhglACCgCysrJgY2Ojr6FRNcMrQAVUKpXw74sXLyIzMxNHjx7Fnj17sHTpUhw+fBjh4eF4+PAhBg4cKDQwIaKaoaioSOdnbWkXS0tLzJw5Ez/99BO+/fZbAMCAAQMYVCeqQZRKJUQiEVQqFbZu3YoOHTrg6NGj2L17Nz777DNcu3YNixcvxr179xhUJ6ohtNfxoKAgzJkzBwAwadIkIXN98eLFuH37Nnr16sVrPlENpVarIRaLIZfLkZqaCuDxCrROnTrB1tYWv//+u7AtERm+ksdykyZNsGfPHpiYmODgwYP4/vvvhfusra1f8uioOmNgvQLa2efPPvsM3377LTw8PGBvbw8HBwf4+PggJCQEJ0+exJo1a3Dnzh0AXPpJVJNoV6CsW7cO0dHRAB5/sG7ZsiXq16+PM2fOANCdiCMiwyeRSJCXl4c9e/YgJSUFb775JiQSCRwcHNC7d29s3LgRqamp+OSTT4TSEfyCTWT4srKyYGRkJNROBh4H15OTk7Fo0SJcu3ZNmHgjoppFJBJBLpdj5MiRGDNmDA4cOICkpCQAQJs2bdC9e3ds2rQJBQUFXK1OVAMUFRUJcTy5XC70SOzUqRO2bNmCvLw8fPbZZ/jll18AaM4R/MxPWgysP4VLly7h8OHDOHr0KAoLCwE8zmIdPnw4QkJC8OWXX2Ljxo24deuWPodKRC/A5cuXceLECXz44YeYMGEC9u/fD6VSCXd3d/j6+mLfvn24efMml4ES1UBffvklli9fjqNHjyI3N1e4Xa1Wo127dggJCcH//vc/YeKNk+tEhqdkcNzGxgYzZ87E+PHjsXfvXoSEhADQBNdHjx6N+/fvIzQ0FH/++Sev/UQ1SPFAmVQqRf/+/dGuXTt8+OGHCAgIwLJly5CdnY1Ro0ahZcuWOHr0aKnHEZFhKd5Pcd26dZg3bx6mTJmCH374ATk5OejSpQs2b96Mv/76C2vXrmVwnUrhJ8EylDw4XnnlFfj7+6NOnTrYuXMnLly4ACMjI+FD+PDhw7F06VIcOXIE27dvF7LWiMgwlSz/0r59e8TGxmLbtm3Izs7Gpk2bMGzYMPzwww/o1KkT+vbti507d6KgoEBPIyaiqlLyM4C3tzeCg4OhUCiwc+dO/P333wAeB9DbtGmDevXq4f79+y99rET0/BQKhRAc15Z8AAAnJyeMGTMG48aNw759+3SC62PHjsXvv/+OtWvXCpltRGTYtOXfioqK8M8//wAA/Pz88NFHH2Hv3r3o3LkzvvnmGwwfPhybNm1CZmYm/vrrLwCcVCcyVGq1WgiqT5s2DSdOnICrqyvi4+MREhKCgwcPIicnB927d8eWLVvw119/ISIiAv/3f/8HgMc+aUj0PYDqpvhsVVFREeRyOczMzODp6QmpVIr169dj1qxZiIiIQIcOHYRmJe+88w4kEgnatm0LY2NjPe8FET2r4ueAAwcO4Pbt2wA09dO7d++O7du349y5c9i1axc++OADNG3aFI8ePUJaWhpyc3Nhamqqz+ET0XPQNiZTqVSQy+VQqVQwNzfHqFGjUFBQgI8++giRkZHw8/NDixYtAAC2trYAwGOfyIAUFBTg66+/xtChQ4XP7fPmzUNaWhoWLFiA5s2bAwDq1auHcePGQa1WY8eOHTAxMUFQUBDGjx8PiUSCnj17QiqV6nNXiKgKaK//OTk5CA4ORkpKCpRKJSZOnIjXXnsNHTp0QOvWrREYGIhNmzYhOTkZFy5cwIULF9CrVy/06tVL37tARM9AGxhfvXo17ty5g5iYGFhaWsLW1harV6/G559/DrFYjGHDhqFbt27YsmULxo0bhy1btqBLly4wMzPT8x5QdSBSM8VCUHIJyJ9//gkA6N27N0aMGAEAOHbsGD7//HNkZWVh3bp1OsF1IjJsxY/l6dOn49atWzA3N0dGRgZSUlIwf/58jB07Vtjm6NGj+P3337Fjxw4AwPfffw8nJye9jZ+Inp32M0BOTg6WL1+OO3fuwMjICM2aNcPixYsBAFu3bsVHH32EVq1aYdSoUTA1NcWXX36JW7du4ejRo0L/BSKqvnJycjBixAgkJSUhMDAQY8aMAQBs3LgR69atw1tvvYWpU6cKwXUASExMREBAAP766y94eXlh5cqV+ho+EVUxtVoNkUiEnJwceHl5wdXVFW+99RZ27tyJvLw8vPfee/Dx8YG5ubnwmKKiIvz0009Yu3Yt3njjDcycOVN4HiKqvgoKCvDw4UM0aNBAuE0ul2PixIno0aMHpk6dik2bNmH79u1YvXo11q9fj/j4ePj7+2PYsGGwsrISyj83adJEX7tB1QwD6/8qfiGcNm0aEhMT0adPH1y5cgVXrlzBtGnT4OfnB0ATTIuMjERubi5WrVqFLl266HPoRFTFFi9ejHPnzmHTpk2oV68e7ty5g127duHAgQOYM2cOJk6cqLP933//DXNzc7i6uuppxET0PLSfAXJzczFs2DA4OzvjlVdewY0bN3Dx4kVYWVlh8+bNaNCgAXbu3IkVK1ZALBbD09MTDRs2xIQJEyCRSISMNyKqnvLy8tCtWzd4eHggOzsbaWlpGDNmDMaPHw8AwvH95ptvwt/fXye4vmrVKly+fBkJCQk4dOgQHBwcGEQjqiGKioowY8YMqNVqbNq0CQAQGBiIr776ClZWVggICIC3tzfMzMx04gZbtmxBdHQ0Dh8+zMxVomquoKAAPXv2hIWFBb744gs0btwYAJCdnQ0fHx8sWLAACoUCy5YtQ0hICHr37o2///4bY8eOhZmZGcRiMSwtLbF//34e76SDadbQZKlqL44ff/wxEhMTsWPHDsyePRtt2rSBQqHAp59+ivXr1wMABg8ejGnTpkGpVGLJkiUoLCxkbUUiA6RUKqFUKoWf1Wo10tPTcfHiRUyePBkuLi6QSCRo2rQpAgICMGLECHz00UdCwxLtY1q0aMGgOpEBE4lEUKlUWLFiBdzd3bFp0ybMnDkTERERePvtt3H79m3cvHkTADBmzBh88MEHUKlUkEgk6NOnDyQSCYqKihhUJ6rmcnNzMWrUKGzevBkRERGoU6cOduzYgS+++AKA5vgOCgrC119/jQ0bNuD69evCYwsLCzFq1Ch89dVXkMlkDKoTGahbt27h7t27OrdlZ2fj9u3bGDx4MAAgICAAt2/fxsmTJ+Hq6ooNGzZg//79SE9PF3qtAICdnR0sLCx4/ScyAFlZWVAqlUhJScGMGTOEzHNra2vs3r0b3bt3x8mTJ9GxY0e8+uqrAABHR0e0adMGnTt3Rrt27bBmzRoG1amUWhtYLygowOHDhwEAYrFYaFZ46dIl/Oc//0HdunURGRmJgwcPIjg4GL169cL69euxdetWAEC3bt3w4YcfYtOmTTAxMeGHayIDo1Ao8O6772L37t2Qy+UANME17QdrExMTABDus7e3x9ixY9G6dWscOHBAaFbGY5+oZhCLxbh16xbq1asnfEE+deoUDh48iGXLlqFXr164d+8eAGD06NGYM2cOoqOj8fnnn+Pvv/8WSskRUfWkVqvh4OCA+fPnA9B8Wf70009Rt25d7Ny5Uwiujxs3Tgiuh4WFYdeuXVi9ejW+/fZbdOzYEZaWlvrcDSJ6Djdv3sTAgQMxadIk3LlzR7hdLpfDysoKLVq0wOeff447d+7gk08+gYuLC+bNm4fCwkJs374d//nPf7Bu3Tohqe7atWsQiUTC9wUiqp7UajXq1q0Lb29vdO/eHaamphg/frwQXLe3t4dKpcJff/2FnJwcoX9KTk4OGjVqhNWrV2PNmjVo1qyZPneDqqlaGVjPycnB8OHDsWTJEuzcuRMAYGRkhLS0NOTk5KBdu3b45ptvsGfPHoSFheHdd9/FuHHjAAAfffQRunXrhmnTpuG1116Di4uLHveEiJ6VsbExWrdujfDwcMTFxUGhUAAAGjduDBcXF8TExAAApFKp8GHZzc0NDg4OyM7OhlQqZVCdyAAlJSXhxx9/xO7du3Hz5k3h2M/JycH9+/eRl5cHkUiEr776CnPmzMHcuXMxfPhw/P3335g6dSrOnTsHAJg0aRKCgoJw7NgxnQk6IqqeSl6zi4qK0KBBA53gujaBZty4cVi6dCmuX7+OTz/9FN98841QHo6IDJdEIoGVlRWSkpIwdepUIajm6OiI7du3w9HREf/73//w2muvoVGjRgAABwcHvPLKKxg0aBBGjRqF9evXQyQS4datW7h+/TqWL18OCwsLfe4WEVVAJBJBIpGge/fuuHTpEkaPHo327dtj3LhxwnlAJBKhY8eOuHLlCvbu3YucnBzExcXh999/R15eHpNoqFy1bs1SXl4eXn31VXh4eMDc3Bzbtm2DSqXCuHHjIJPJEBERARcXFwQFBaFDhw7o0aMHAKBz587o2rUrevfujcuXL2PKlCkwNTXV894Q0fNYunQpLC0tERISAgAYMmQITE1N8d5772HlypVYsGABVq5cKcxYA4CpqSns7e1RVFQEsVjM4DqRATl//jw++OADFBYW4v79++jTpw8++ugjGBsbw9LSEt7e3tiwYQNsbW0RHR2NuXPnwtfXFwBw//59AJpGRdrVKuPGjYOxsTG6du2qc54gourPyMgIRUVFqF+/Pj799FPMnDkTe/bsgaWlJd599134+Pigc+fOUKvVsLGxgb29vb6HTETPQbtqpW/fvnj06BEyMzMxbtw4bN++HU2aNIGlpSUyMjJw48YNODs7C4979OgRmjVrhjlz5gi3qVQqNGnSBJ9++ilXsRAZkH79+qFv3744evQoZs+ejbCwMEycOBFbt25FkyZN4OXlhTt37mD58uXYsmUL8vLysG3bNh7n9ES1LmO9rNqK27dvF5Z/uri4IDs7G+fOnUNhYaHwRfnhw4ewsrLCu+++i/DwcLRq1Uqfu0FEz0GlUgn/njdvHsaOHYuQkBChPNTbb78NX19fHD9+HP7+/rhz5w7+/vtvfPLJJ/jpp58wYsQIGBkZMahOZEAuXLiACRMm4O2338b69etx/vx5LFmyBJaWlsKS7n79+qFTp07Yvn073n77bYwcORKAZon4nj174OLiAltbW6EmOwCMGjUKTZs21dt+EdGzKx5cX7duHczNzbF//35kZ2cD0Kxia9KkCYPqRDWASCSChYUFXn/9dfz0009CxmrxchBSqRTdu3fH6dOn8cUXXyAxMRGbNm0SJteLPxcABtuIqqmioiKd1aQqlUr4vN+zZ0+kpKQAAFavXg0nJydMmDABN2/exCuvvILFixfjo48+wpgxY3DgwAG0bNlSL/tAhkOkrkVdN8uqh5ycnIyAgAA8fPgQ48aNE0q+LF26FHFxcVixYgVatWqF48eP44cffsDWrVu51IvIAJV1/CuVSqGW8urVq7Fjxw4sWrQII0aMQEZGBg4ePIjdu3cjPT0d9erVg7GxMSfWiAxQfHw8pkyZAm9vb0yePPmJ2168eBFr167F+fPnMWLECJiYmOCPP/7AgwcPEBcXB2NjY6hUKojFtS43gajG0n4e+Pvvv+Hp6YktW7bgtdde0/ewiKiKlPweMHPmTIhEIvj7+yM0NBRJSUlCxuqFCxfw2Wef4ddff0WdOnUgk8mwf/9+GBsbs78SkQHIycnBxIkT0bJlS3Ts2BFDhgwptc2gQYPg7u6OTz75BMnJyZg7dy6Sk5PxxRdfoEmTJnoYNRmyWhVYL6moqAhGRka4d+8eZs6ciYcPH2LMmDGYMGECEhMTsXz5cnz//fdwcnJCfn4+tm3bxoAakQHKycnBtGnT0Lx5c7i4uKBXr16oX79+qdINK1euxK5du7Bo0SKMHDkSSqUSubm5+Pnnn1GvXj00aNAAMplMT3tBRJWl/QJ84MABnDx5Eh9//DGsrKxQVFQEiUSCzMxMnD17FsePH0d6ejqaNWuG999/H0VFRYiKikJcXBxcXV3h4uKC4OBgSCQSnQk5IjJM2nODSqWCSCQSAmX37t3DpEmTEBYWhnbt2ul5lET0PLKysiCRSISkOG3YQyQSYceOHYiKisLnn38OqVSK999/H/fv38fWrVvh7u6OxMREJCcnIzMzE/3794eRkRGv/0QGIjw8HJ9//jlkMhlycnLwyiuv4M0338SAAQNgY2MDADhx4gQ+/vhjhIaGonv37oiPj0dwcDCuXLmC2NhYoccC0dOo1YF1oHRwPTMzEzNmzMCwYcNQUFCA7777DoWFhejcuTMblRIZKO3FtW7dusjLy4O9vT2USiX69euHVq1aCce3SCRCZGQkwsPDsXTpUgwcOBDm5ub6Hj4RPaelS5fi7NmziI6OFo5pbcOxCxcuwMbGBhYWFsjIyEDjxo3x+eefw9bWFnl5eTrnAH6pJjJs2s/9ubm5QrDtf//7H3JyctCqVSscPHgQBw8eRExMDBwdHfU8WiJ6VufOncP06dPRs2dPdO7cGb6+vqWyzfv164euXbti5cqVSEpKwrx583Dv3j0hc7047bmDiAzD7Nmz8fXXX2PSpEn49ddfkZeXh0ePHsHf3x8dO3ZE/fr14enpiX79+mHevHlQq9W4c+cOwsLCsHDhQjRs2FDfu0AGpNYH1oHHF0ptd3CJRILdu3ezZhpRDTJ79mz83//9H/773/9CJpPh2rVrOH/+PM6fPw9bW1uYm5ujZ8+e6NKlCw4ePIjLly/jv//9LwYPHsxGxUQGLiIiAlu2bMH8+fNRp04d/PHHH9i3bx/MzMwwYMAAzJw5E2KxGIcPH8a6desQERGBV199VafkC5d/E1VvCoUCeXl5QjZaSdqJseTkZIwbNw4rV65E06ZNMXDgQDx48AANGjSAWCzGunXruEKVyMAtXLgQhw4dgpubG1JSUtC6dWv07t0b3t7eqFu3LgBg//792L59O8LCwtC+fXvcvXsXwcHBuHjxIr7++ms0aNBAz3tBRJVVPAlm8uTJuHv3LgICAmBjY4NTp07h+PHjMDU1xZQpU5CUlIS9e/di//79wnVfoVDA2NhYn7tABoiB9X+xtiJRzVT84jpx4kRcv34dH3zwAQYMGAAASEtLw/Xr13Hy5EnEx8fjwoULcHV1xa1bt+Ds7Iy4uDhOshEZKG0wXK1WY+zYsTh79qxwn6enJwYNGqRzrc/MzESPHj2wcuVKDB06VB9DJqJnkJ+fj8mTJ6N169bw8/MTAmclJSUlYezYsejRoweWLFkCsViMu3fvIjExEWKxGO7u7sxUJ6ohZs+ejVOnTsHf3x9nz57FgwcPkJqaiokTJ6JHjx6oV68eBg0ahJEjR8Lf3x9qtRq3b9/G7t27sWjRImaoExmokt//r127hkWLFmHAgAG4ePEivv/+e+zatQu2trZIS0vDuHHjEBAQUKpMLNHTqrGB9Yoyy1hbkaj2KDlzfenSJSxduhSvv/56qWbE165dw/379/HDDz9gxIgRaNasmT6GTERVpHjW+YEDB2BiYgKZTIZu3boJ22hXrp09exarVq1CaGgoWrZsqa8hE1ElffnllwgMDIS9vT3effddjBo1CnZ2djrb5Ofn4+2330a3bt2wYsUK4XsAGxET1Swlg2oJCQkICAiAs7MzTp48iaNHjyI/Px9+fn64fv06/u///g979+5F06ZNdZ6H5V+IDFfJ7/8XL15EaGgo/vOf/wjVKvbs2YNTp05BJBLh8OHDXKVOz6zGBta1Sl4QWVuRqHYqfnH18/PD5cuXsWTJEvTt2xcmJiYAwC/YRDVUecd28dvlcjmmT58OiUSCzz77jOcCIgOyefNm/PLLL7C1tcWJEyfg7++P9957r1Rw/ffff0fr1q1Z1omohisZXP/rr7/w4YcfYsCAAfj777/x448/4osvvoCxsTEePnyIgIAATJo0iYF0ohpELpcLWegTJ07E1atXERISIiTXyeVyKJVKZGVloV69enoeLRmyGhVYz8vLQ3R0NNLT02FjY4NBgwahfv36wv3aekmsrUhUc2lPaWV9aS55cf399991guusoUxkuDIzM2FmZvbEbBNtIL34sa5QKJCQkIBVq1YhOTkZcXFxMDY25kQbkQFZuXIlioqKsGjRIsyYMQPffvutTnCd13ei2qe8jNU33ngDEokEqampiIuLw6FDh9CoUSNs2rRJzyMmomdV8nO7NqE2KytL6L0yefJkXLlyBSEhIejVqxfMzMz0NVyqYWpMYD0nJwfe3t6QyWTIzs5Gfn4+0tPTERgYiDfffFPIPk9MTMS4ceNYW5GohtF+adZ+iC75JfpJF9elS5eid+/eQuY6ERmW8+fPY+7cuVi+fDm6d+9e6n7t+SApKQnOzs4AgO3bt2P37t2wtbWFkZERTE1NsWXLFhgbG+t8GSei6m/v3r2wsLAQeiMEBATg5MmTOsF1TpYR1TwVlWsp3oiwrIxVlUolPAfPD0SGIT8/H6dPn0ZaWhoaNWqE9u3bw9bWVri/ZLPypUuXCt8Ppk6diu+//x7r16/HG2+8oac9oJqmRgTWlUol/P39IZVKsXbtWohEIiQmJuKLL77AwYMHMWrUKIwbNw4uLi7o06cPPDw8sHLlStZWJKohcnNzER4ejqSkJOTn52PBggVo0aKFcHzz4kpUc509exaTJk2CqakpevTogTVr1kAsFgsTa9qg+smTJ7F48WLs2rULbm5uOHr0KL777jvUr18frVu3xqBBg2BkZMSgOpEBKT6pXlhYCBMTE+H4LSu4Dmh6qTRs2JCT6UQG7vz58zh69CgWLlxYZtNB7fnh7t27aNiwIQBNOcgrV65gyZIlpTJWGRcgqv5ycnIwfPhwmJmZITk5GRYWFhCJRFi9ejU6deokbFc8oTYkJAQqlUqYhJs1axZmzZqFxo0b62s3qIapEYH11NRUTJgwAf/973/Rr18/nfsiIiKwYcMGjBw5EtOnT0d6ejqaN2/O5aBENUROTg6GDRsGJycnmJiYID4+HmlpaThy5AhcXV2F7XhxJap5zp49i/Hjx+P999+Hg4MDduzYgdjY2FLbffnll1iyZAkCAwPh6+tb7vOxURlR9ZaXl4eff/4Z3bt3h6WlJQCUWqFWfHKseHB9ypQp2LhxI2JjY3HkyBFh9RoRGZ6zZ89izJgx+OCDDzB69OhS95ecVN+2bRtatGgB4HFSzfbt23UamRNR9aZQKDBlyhRYWloiNDQUUqkUZ8+exY4dO3DhwgUsXrwYAwYMgEgkwoABA3QSagEweYZemBozJZuTk4OkpKRStwcEBMDf3x979+7F0aNH0aJFC9SAuQQigubi+t///hctW7bE1q1bsWnTJqxduxZWVlb49ttvhe1ycnIwZswYdOnSBSEhIRCJREJmKgCsW7eOQXUiA/Pbb79hwoQJeP/99zF58mR069YN6enp+PHHH3W2S01NRXBwMGbOnKkTVC/rswCD6kTVl1KpxKRJkzBz5kx8+eWXyM/PB1C6p4pEIkFRUREATYJN//79ERkZiZEjR2LHjh2IiIhgUJ3IgJ09exYTJkzAnDlzygyqA5rzwokTJxAcHIxZs2ahRYsWwuf+TZs2Yfz48ejSpcvLHDYRPaeUlBQkJyfD09MT1tbWMDU1xWuvvYYlS5agbdu2WLlyJU6fPg0TExOsW7dOJ6gOgEF1emFqRGC9Tp06kMlk+PLLL/Ho0SMAmqVc2i/NAQEB8PHxwbp165CUlMQlXkQ1REpKClJTUzFq1CgYGxvDyMgIzZo1g5OTE9zc3JCSkoKMjAxYWlpi48aNvLgS1RCXL1/G6NGjERgYiMmTJ0OlUsHY2BjW1tb4888/ATwOnDs6OiI2NhbvvfeeznNw5RqRYZFIJJDL5XB2dsbSpUsRGxsrBNdLMjIygkKhAKAJrtetWxdJSUnYt28f2rdv/zKHTURV6Pz585gwYQJmz56NSZMmAYAwkVbcvXv38OGHH2LGjBnCpLpEIhGC6/Pnz9dJsiGi6i8nJwepqanIyMgAoPmsLxaL4eLigldeeQVZWVn44IMP8Pvvv6Ndu3ZMqKWXxiAjzEqlEhkZGcjIyEBubi6kUinmz5+Pv//+G6tXrwYAiMViqNVq4WCaMGECZDIZ4uLiAJSdqUZEhuWff/7BnTt3kJeXJ9xWVFSE7OxsbN++HYMGDcKgQYOwbds2yGQyBtKIagC1Wo2MjAwsWbIEEydOBKAJktetWxeDBw/GgQMHkJ6ernO8u7i46Gu4RFRFbt26hfv372PFihXw8vLCypUrnxhc1zYs3LRpEzIyMrBr1y6hFAQRGZ6bN29i1KhRGDZsGMaPHw8AkMvlMDIywsOHD3H+/HkcOXIEd+7cQf369XH06NFSGe0lk2qYZENkOFxdXeHg4IAjR44gIyND57O+q6srFi1ahL59+2LBggXIzs5mQi29NAb3TsvJycGUKVMwefJkvPXWW5g9ezZ++OEHdO7cGX5+fjhw4ABCQ0MBQOdAatiwIaytrZGWlgaAmWpENUHDhg2F2uqAJuDm5+cHS0tLjBkzBuvWrUPfvn2xZs0anDp1CoBmNQsRGS6RSITXX38dvr6+pSbJX3nlFSgUCly7dg1A2VlsRGSY1Go17O3t4ezsjFmzZuGtt97CihUrcOjQoXKD63Fxcfjkk0+wb98+NGvW7CWPmIiqkpOTE+zt7fHXX3/h3LlzkMvlkEqluH79OiZOnIi5c+di4cKFGDZsGLZs2QJra2t9D5mIqkhRUREsLCwwe/ZsXL16FcHBwfj777+Rm5uL27dv4+OPP4apqSlGjx4NY2NjJCYm6nvIVIsYVPPSvLw8eHl5oVGjRnj33Xdx48YNnD59GhcvXkRQUBB69+6N6OhofPHFF/Dx8cH8+fNhYWEhPH7WrFlo3rw5/P39SzU6IqLqT6lUIjs7GwBgYmICCwsLZGVlCbVSMzIycOTIEbzzzjtCUzO5XI4ZM2YgPj4eR48ehVQq1dv4iejZZWRkIDMzEyYmJrCysoKNjU2Z1/LRo0cjNzcXhw4dAlC6sSERGa5Tp06hX79+AID09HR89NFHOHHiBBYsWAAvLy+Ym5vrbJ+bm4sHDx7Azc1NH8MloiqiUChgbGyMR48ewcvLC2ZmZlixYgVsbW0xbdo0eHh44K233oJUKsW+fftw9OhRbNq0Ca+99ho/BxAZoLKalQOaRNtvvvkGYWFhUKlUqFOnDu7fvw8vLy8sXboUAPDaa69h2rRpGDVqlL6GT7WMQQXWN2/ejO+++w579uwRstFv3bqFffv2Yffu3Zg5cybefvttnDhxApGRkWjXrh28vLzg7OyMH3/8Efv27UN0dDSbFBIZoJycHMyaNQv//PMPkpKS0KFDB/j6+qJ3794ANLPYxRsPqlQq4TwREhKCS5cuITY2Vh9DJ6LndP78eXz44YdQKpVIT09Hs2bNMGnSJLzxxhvCNkqlEhKJBP/73/8wf/58vPfee5gyZQoABteJDE1+fj6++uorpKSkoGnTpmjYsCHc3d0BPD7WAeDBgwdYvXp1qeB6eHg42rZtq3OOICLDU/z6rQ2uZ2dnY9iwYTAzM4OHhwekUinef/99IXkmIyMDY8eOhbOzMzZu3MjPAEQGRqlUYsyYMbhw4QKWLVuGQYMGwczMTGebxMREHDlyBGKxGM7Ozhg8eDAATUB+5syZmDhxIl599VV9DJ9qIYMqKpaRkYGioiIoFAoYGRlBIpGgSZMm8Pf3h6WlJT799FOYm5tj+vTp6NixI1auXInw8HBIpVLY2tpi586dDKoTGaC8vDx4e3ujUaNGmDFjBm7cuIHvv/8eU6dORWBgIMaOHQtTU1OdxxQvBVVYWIimTZtCLpfD2NiYH66JDMiff/6JyZMnY/To0XjzzTfxxx9/4MSJE5gxYwYCAgIwfvx4mJmZCYG2Vq1aoUWLFjh27Bg6dOiArl278pgnMiA5OTkYPnw4pFIpVCoVbt26hRYtWsDT0xNjxoyBRCIRAmz29vaYO3cuAGDlypUwMzNDfHw8Pv/8cxw4cEDPe0JEz+PPP//EX3/9hTfffBOWlpYwNjaGQqGAtbU1Dh06hOHDh2P37t0IDg7WWZFqZWUFW1tb2NraAmAJWCJDU7JZuUKhEFaqAJoEOhcXF0yfPl14zP3796FWqxEbG4sbN26gYcOGeho91UYGFVg3NTXFvXv3oFAoYGJiInyotrOzw9ixY5Gfn49Vq1ahYcOG6NOnD2JiYpCSkgIAsLa2FspFEJFh2bNnD+zs7LBhwwaIxWL06dMH/fr1Q1RUFD755BPk5OTA398fZmZmSEpKwqVLl9CkSROo1WqcOHECp06dwt69e1kGhsiAaDPMDh48iF69eiEwMBCAJnDepUsX7N+/H59++iny8/Mxffp0mJqaoqioCLa2tpg/fz5GjhyJFStW4JNPPuGHayIDoVAoMG3aNLRo0QIhISGwtrbG2bNnsXnzZnz88cdITU3F3LlzYWxsLGSuOzg4YO7cuTAxMcHChQthZmaGQ4cOoVWrVvreHSJ6RhkZGZg0aRIyMjKgUqmEjNXiwfWDBw9i06ZNpco95OfnQ6FQCNd+ZqwTGRZts/Lw8HAcO3YMK1euBAAhuC4Wi3X6LP38889Yvnw5CgsLoVarsXHjRtSvX19fw6dayKAC68OGDcP+/fsxb948bNiwQedDdZ06deDr64s///wTu3btQufOnWFlZQUXFxd9D5uInlN5q1WmTZsGS0tLbNq0CRYWFpg6dSoyMzMRGhqK7OxsODk5wczMDNu2bUOTJk30vRtEVAnaL8Hp6elC02HthHrDhg3h5+cHU1NTbNq0CdbW1pg8eTLEYjGUSiXc3d2xYsUK7Nq1C66urvrcDSKqBG0vhalTpwqNB7t27Qp7e3ts374dW7duhVqtxrx58yCRSHSC6+bm5rCwsMD+/fuFsjFEZJikUimsrKzg5OSEkJAQnYxVbXDdyspKWLGSnJwMa2tr3L9/H2vXrkV+fj4mTpwIgBnrRIamZLPygoICrFixAmq1WigDVfy47tSpE4YPHw5XV1e0atWKQXV66aptYL1kbUV3d3c0bNgQY8aMwdatW7Fs2TIEBwfrfKhu1KgR+vfvj3Xr1qGgoABWVlb63g0iqgJPWq0yZswY5Ofn45NPPkGLFi3Qu3dvHDhwAH/++Sfq1q0LNzc3ODg46HsXiOgZ2dvb44cffoBcLodUKtWZUB89ejQePXqEjz/+GC1atEDPnj2FkjBvvPGGUF+5eM8FIqqe1Go1MjMzcfPmTeELs/Z4b9y4Mfz8/CASibB7927IZDKMGzdOON5XrVqFffv2ISoqikF1ohrgjz/+QFFREdasWYPNmzeXylg1NjYWtr137x5CQkJw/vx5yGQyODg44ODBg5BIJKV6MBFR9efu7o6AgAAhQF685BuAUs3KzczMMGHChJc/UKJ/VcvAelm1FZs1a4b33nsPU6dORUJCAo4dOwaRSIRFixbp1Fps2bIlHB0dhew2IjJ8Fa1Weffdd/HHH39g586d6Ny5M1xcXLhahaiG8PX1xYkTJzBnzhxEREToTKjb2dnh3XffxeXLlxEXF4dXX30VYrG4VHYag+pE1Z9IJEKLFi3QoUMHbNy4Ec2aNYO9vb0wMebs7Ixx48YhJSUFhw8fxmuvvQZ3d3cUFhYiLS0Nu3btYvkXohpCpVLB3t4eMpkMs2fPRlFRUamMVa26deti1qxZuHjxIpo0aYKuXbvCyMhIp9ExEVVP5TUr79evn86qtHnz5gEoHVwPDw/HK6+8gj59+uhzN6iWq3ZXmvJqK0ZGRmLJkiXIyMhAaGgo1Go1jhw5gtTUVHz00UdC7eRTp07B1NQUFhYWet4TInoWz7taJT8/H5aWlvreDSJ6Bn///TdOnz6NhIQEdOzYEW3btkWLFi0wcuRI7NmzB6GhoaUm1Js2bYoePXrg4MGDPP6JDExeXh42b96M5ORkAICfnx/69OmDnTt3Ys+ePZg4cSIsLS2F4HqjRo0wYcIETJw4EdevX4e7uztMTEzw0UcfcQKNqAbp3r07zM3NYWlpCQsLiydmrJqYmKB169Zo3bq18PiioiIG1YmqOTYrp5qi2l1tKqqtuHbtWqjVaqxYsQKfffYZdu/ejf79+6Np06YwMTHB2bNnsWvXLn6xJjJAXK1CVHudO3cOU6ZMQfv27aFQKHDixAk0aNAAY8eORUBAAFJSUnD06FGo1WoEBwfrrFxxd3eHm5sbA2tEBiQnJwe+vr6wt7dHUVER4uPjcfnyZaxbtw7Xr1/HF198AUtLS7z77ruwtLQUjncPDw80a9YMly9fxttvvw2Aq1KIDFnJSfXmzZujXbt2aN++vVDKpayMVR8fHxgbG2PChAmYPHkyunfvLjwny78QVW9sVk41SbUKrD9NbUUA+PTTT2FnZ4cZM2Zg8ODB2L9/P7KyslCnTh3MmTMHjRs31uduENEz4GoVotorNTUVCxcuxNSpUzFx4kSIxWKcO3cOW7duRUhICP755x8sX74cwcHBOHLkCJKTk7Fq1SpIJBKIxWLExsaibt26OvUWiaj6UiqVmDt3Lho2bIh169ZBoVAgMTER06dPR0REBDZs2IBx48Zh/fr1yMvLw6hRo2BnZydkrpubm7PkG1ENUNakuqurKzw9PTFx4kQYGRmVylhVq9VYtWoVRCIRTp8+jRs3bqBz58763hUiqgQ2K6eapFoF1p+mtuL48eORmpqK3bt3o2PHjmjSpIkwe01EhourVYhqr8zMTABAr169oFarAQCdO3dG3bp1IZPJEB4eDpFIhOXLl6Nhw4bYsWMHBgwYAJlMBmNjYxQWFuLQoUMANJP0JWusE1H1kpGRgZSUFMyYMQNGRkYwMjKCu7s7Bg0ahP3790Mul2P79u2YNm0a9u3bh0uXLmHWrFkQiUT4/vvvcePGDSxfvlzfu0FEz6G8SfUvvvgC4eHhePDgAebPn18qY3XhwoUwMjLC0qVL0bx5c3z33Xc62xBR9cZm5VTT6P3K8zy1Fa9du4YmTZoIz8Uv00SGiatViGqf4tfszMxMJCQkQKVS6TQca9SoESZPngy1Wo3169dDJpNh8uTJ8PT0RFxcHJRKJaytrfHuu+/qZLMQUfVWVFSEO3fuIDExUfjZyMgInTt3xrZt23D37l00a9YMGzduxKZNm/Ddd9/Bx8cHbm5uMDIywrZt2+Dm5qbnvSCi5/GkSXUHBwds27YNYrEYc+fO1bnG16lTB/fv30fr1q2xf/9+Xv+JDAyblVNNo9erT1XWVgTAoDqRgeJqFaLaR6lUwtjYGADg4eGBli1bYu3atQgLC9Mp+eDs7IyxY8ciMTERe/fuRdeuXVG/fn1MnjxZ5/nYqIzIcJiamsLe3h516tQB8LgeskKhgEKh0CnrNnXqVEyaNAk3btyAubk5rKysYGdnp5dxE9Hzqeyk+t69e1G/fn2MGjUKEokEarUaI0aMQGZmJo4dO8agOpGBYLNyqsn09o4sXltx69at2Lx5s1BHKSIiAmvWrEGHDh2wfv16bNu2DRkZGZBIJEJjQtZWJDJseXl5WLduHebNm4d58+bh5s2b6NOnD+7cuYM9e/YgJycHYrFYOOa1F9dbt27h2rVrOs+lzXIhIsPw559/Ijg4GKNGjcLUqVPx119/oU+fPrh69Sr27t1b6vhv0qQJJk+ejCtXruDu3btlPicblREZjjp16uDAgQMYOnQogMfXcZFIBFNTU2E77Tng3LlzqFu3Ltzc3BhUJzJgSqVS+HfxSfWS3/W1k+odOnTA0aNHce/ePQBAfn4+2rRpg6NHj7L8C5GByMnJgY+PDy5evIj79+/j119/xfTp0/H666+jW7du+OKLL7B//37h87/2PFE8oVaLQXWqjvT2rtTWVvTy8oKRkRFMTU2F2oqXL18Wait269YN+/btw9y5c3HlyhX88ccf+PTTT3Hjxg307NlTX8MnoudQlRdXgKtViAzJhQsXMH78eIhEIjg4OOD27duYPXs2Bg0ahO7du2Pz5s1lHv/du3eHs7NzuYF1IjIs2mx14HFgPTs7G5aWlkKvFbFYjI8//hgLFy7UyxiJqOo8y6T6pEmTcOnSJeHab25ujkWLFkEqlTKoTmQAmFBLtYHeAutl1VYUiUTo3Lkz8vLyhIvnxo0bMWbMGDx69Ag+Pj6YM2cOvvzyS9ZWJDJQvLgS1V4ZGRkIDQ3Fe++9h5UrV2Lt2rVYv3498vPzsXnzZqxduxavvPIK1q9fj82bN+PBgwfCl+acnByYmZnBwcFBz3tBRFVNm4Eml8uRn58vXPMjIiKwc+dOfPLJJ5DJZPocIhE9hxcxqc6gOlH1x4Raqg30djVibUWi2kl7cZ0xYwaMjIxgZGQkXFz3798vXFynTZuGffv24dKlS5g1axZEIhG+//573LhxA8uXL9f3bhDRM3jw4AGys7PRq1cvAJpgmru7O3r16oUzZ84AAHbs2IGZM2ciJiYGZ8+ehZ+fH1QqFQ4cOACJRIK+ffvqcxeI6AXSloGxsrLChg0bsGXLFuzduxdt2rTR88iI6FkVn1SfOXMmVCoVbt68icmTJwuT6mPHjsX69euRnZ2N0aNHw97eHgAn1YkMHZuVU22gt8C6traiNrCubWRSVm1FsViMc+fOoXHjxsxWITJwvLgS1V5KpRJJSUlISkpCu3bthGXcnTt3xrfffovU1FQ4Ojri008/xY4dO/Ddd99h+vTpaNq0KWQyGaKjo2FkZCScN4ioZmncuDHMzMwwefJknDlzBlFRUQyqExk4TqoT1V5MqKXaQK/rp0rWVhSJROXWVjx+/DiioqL0NVQiqiK8uBLVXnXr1oW7uzsaNGgA4PEy7tzcXBQVFQnXfgAYO3Ysxo4di5SUFJiamsLGxgYikYg1VYlqMJlMhocPHyIlJQVxcXFo0aKFvodERM+Jk+pEtRcTaqk2qDbfTCuqrbhr1y4eXEQ1AC+uRLWXo6MjoqOjYW5urnN7UVERpFIpVCqVcE4AgMOHD+PVV1+Fra0tAM15gUF1oprLzs4On3/+ORwdHdGkSRN9D4eIqgAn1YlqNybUUk1X7a5OrK1IVPPx4kpUexUPqmsn0PLz82Fvbw9TU1MhqD527FgUFhZi8ODBwvbaSXgiqrleffVVfQ+BiKoQJ9WJSIsJtVQTVbsrFGsrEtUuvLgS1V7Fj//CwkIYGRlBrVZjypQpSE1NxdGjRyEWi3W+cBMREZFh4aQ6ERXHhFqqSapdYJ21FYlqJ15ciWovExMTFBYWoqioCNOnT0d8fDyOHTsGY2NjLv8mIiKqQTipTkRMqKWapNp9U2VtRaLaiRdXotqrZcuWkMvlGDRoEJRKJU6cOMGgOhERUQ3GSXWi2osJtVSTVMurFWsrEtU+vLgS1V6NGzdGeno6bG1tcfToUUgkEn6pJiIiqsE4qU5UezGhlmoSkVqtVut7EEREAPC///2PF1eiWurChQto164dg+pERES1wP3799GnTx80bdoUsbGxvP4TEZFBYmCdiIiIqg1+qSYiIqodOKlORESGjoF1IiIiIiIiItILBtWJiMhQMbBORERERERERERERFQJYn0PgIiIiIiIiIiIiIjIkDCwTkRERERERERERERUCQysExERERERERERERFVAgPrRERERERERERERESVwMA6EREREREREREREVElMLBORERERERERERERFQJDKwTEREREREREREREVUCA+tERERERERERERERJXAwDoRERERERERERERUSUwsE5EREREREREREREVAn/D/MCTg9R8RWSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1600x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#apds = mpf.make_addplot(b, secondary_y=True)\n",
    "#mpf.plot(c.iloc[1:,:],addplot=apds,volume=False)\n",
    "\n",
    "apds = mpf.make_addplot(drought.sum(1),secondary_y=True)\n",
    "mpf.plot(c,addplot=apds,volume=False,figsize=(16, 7),tight_layout=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
